{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Physics-Informed Neural Networks (PINNs) in Neuromancer\n",
    "\n",
    "This tutorial demonstrates the use of [PINNs](https://en.wikipedia.org/wiki/Physics-informed_neural_networks) for solution and parameter estimation ([inverse problem](https://en.wikipedia.org/wiki/Inverse_problem)) of partial differential equations (PDEs) in the Neuromancer library.\n",
    "\n",
    "<img src=\"../figs/PINNs.png\" width=\"600\">  \n",
    "\n",
    "### References\n",
    "\n",
    "[1] [Raissi, M., Perdikaris, P., & Karniadakis, G. E. (2017). Physics informed deep learning (part i): Data-driven solutions of nonlinear partial differential equations.](https://www.sciencedirect.com/science/article/abs/pii/S0021999118307125)\n",
    "\n",
    "[2] https://github.com/jdtoscano94/Learning-Python-Physics-Informed-Machine-Learning-PINNs-DeepONets/tree/main\n",
    "\n",
    "[3] https://github.com/omniscientoctopus/Physics-Informed-Neural-Networks/tree/main\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y61YA90-WIZ1"
   },
   "source": [
    "## Install (Colab only)\n",
    "Skip this step when running locally."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "WZrPCr9GWEAJ",
    "outputId": "139c2953-fce4-4416-f0e0-935b4c80b092"
   },
   "outputs": [],
   "source": [
    "!pip install neuromancer\n",
    "!pip install pyDOE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note: When running on Colab, one might encounter a pip dependency error with Lida 0.0.10. This can be ignored*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OdYMzuSDi7Js",
    "outputId": "dc7c1686-9731-4c41-fe1c-c4ea328fd4c5"
   },
   "outputs": [],
   "source": [
    "# torch and numpy imports\n",
    "import torch\n",
    "import torch.nn as nn                    \n",
    "import numpy as np\n",
    "\n",
    "# data imports\n",
    "from scipy.io import loadmat\n",
    "\n",
    "# plotting imports\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# filter some user warnings from torch broadcast\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Set default dtype to float32\n",
    "torch.set_default_dtype(torch.float)\n",
    "\n",
    "#PyTorch random number generator\n",
    "torch.manual_seed(1234)\n",
    "\n",
    "# Random number generators in other libraries\n",
    "np.random.seed(1234)\n",
    "\n",
    "# Device configuration\n",
    "if torch.backends.mps.is_available():\n",
    "    device = torch.device('mps')\n",
    "elif torch.cuda.is_available():\n",
    "    device = torch.device('cuda')\n",
    "else:\n",
    "    device = torch.device('cpu')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem Setup\n",
    "\n",
    "**[Burgers' Equation](https://en.wikipedia.org/wiki/Burgers%27_equation)** is convection–diffusion equation occurring in various areas of applied mathematics, such as fluid mechanics, nonlinear acoustics, gas dynamics, and traffic flow. The equation is given as:\n",
    "\n",
    "$$\\frac{\\partial y}{\\partial t}+ \\lambda y\\frac{\\partial y}{\\partial x}=\\nu\\frac{\\partial^2 y}{\\partial x^2} $$\n",
    "\n",
    "$$x\\in[-1,1]$$\n",
    "$$t\\in[0,1]$$\n",
    "\n",
    "Where $(x, t)$ represent spatio-temporal coordinates, $y(x, t)$ is the speed of the fluid at these corrdinates, and $\\nu$ represents the unknown diffusion coefficient (or kinematic viscosity in the fluid mechanical context), and $\\lambda$ is a second unknown parameter.\n",
    "\n",
    "**Initial Condition:**\n",
    "\n",
    "$$y(x,0)= -sin(\\pi x)$$\n",
    "\n",
    "**Boundary Conditions:**\n",
    "\n",
    "$$y(−1, t) = 0$$\n",
    "$$y(1, t) = 0$$\n",
    "\n",
    "**Ground Truth Problem Parameters:**\n",
    "\n",
    "$$\\nu = 0.01/\\pi$$\n",
    "$$\\lambda = 1.0$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pOe9yRvxjakj"
   },
   "source": [
    "### Generate data of the exact solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download the data if running on Colab\n",
    "# local_path = \"/content/data/burgers_shock.mat\"\n",
    "# url = \"https://github.com/pnnl/neuromancer/raw/master/examples/PDEs/data/burgers_shock.mat\"\n",
    "# !mkdir -p /content/data\n",
    "# !wget -O {local_path} {url}\n",
    "\n",
    "data = loadmat('./data/burgers_shock.mat') \n",
    "x = data['x']                                   # space:      256 points between -1 and 1 [256x1]\n",
    "t = data['t']                                   # time:       100 time points between 0 and 1 [100x1] \n",
    "ysol = data['usol']                             # velocitu:   PDE solution [256x100] \n",
    "\n",
    "X, T = np.meshgrid(x,t)                         # makes 2 arrays X and T such that u(X[i],T[j])=usol[i][j] are a tuple\n",
    "X = torch.tensor(X.T).float()\n",
    "T = torch.tensor(T.T).float()\n",
    "y_real = torch.tensor(ysol).float()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([256, 100]) torch.Size([256, 100]) torch.Size([256, 100])\n"
     ]
    }
   ],
   "source": [
    "print(X.shape, T.shape, y_real.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "F8Y6q7m288zJ"
   },
   "outputs": [],
   "source": [
    "def plot3D(X, T, y):\n",
    "    X = X.detach().numpy()\n",
    "    T = T.detach().numpy()\n",
    "    y = y.detach().numpy()\n",
    "\n",
    "    #     2D\n",
    "    fig = plt.figure()\n",
    "    ax1 = fig.add_subplot(121)\n",
    "    cm = ax1.contourf(T, X, y, 20,cmap=\"viridis\")\n",
    "    fig.colorbar(cm, ax=ax1) # Add a colorbar to a plot\n",
    "    ax1.set_title('u(x,t)')\n",
    "    ax1.set_xlabel('t')\n",
    "    ax1.set_ylabel('x')\n",
    "    ax1.set_aspect('equal')\n",
    "        #     3D\n",
    "    ax2 = fig.add_subplot(122, projection='3d')\n",
    "    ax2.plot_surface(T, X, y,cmap=\"viridis\")\n",
    "    ax2.set_xlabel('t')\n",
    "    ax2.set_ylabel('x')\n",
    "    ax2.set_zlabel('u(x,t)')\n",
    "    fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot3D(X, T, y_real) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test data: PDE solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = X.reshape(-1,1)\n",
    "T_test = T.reshape(-1,1)\n",
    "Y_test = y_real.reshape(-1,1) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Construct training datasets\n",
    "\n",
    "We construct training and development datasets given the PDE measurements $y(x,t)$ sampled over the spatio-temporal domain $(x,t)$.\n",
    "\n",
    "The dataset is given as:\n",
    "$\\Xi_{\\text{train/dev}} = [x^i, t^j, y^j]$, $i = 1,...,N_f$, \n",
    "Where $N_f$ defines number of training samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_points=len(x)*len(t)\n",
    "\n",
    "Nf = 1000  # Nf: Number of collocation points \n",
    "\n",
    "# Obtain random points of our PDE measurements y(x,t)\n",
    "id_f = np.random.choice(total_points, Nf, replace=False)# Randomly chosen points for Interior\n",
    "X_train_Nu = X_test[id_f]\n",
    "T_train_Nu = T_test[id_f]\n",
    "Y_train_Nu = Y_test[id_f]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 25600 points. We will select 1000 points to train our model.\n"
     ]
    }
   ],
   "source": [
    "print(\"We have\",total_points,\"points. We will select\",X_train_Nu.shape[0],\"points to train our model.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot PDE measurement points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize collocation points for 2D input space (x, t)\n",
    "plt.figure()\n",
    "plt.scatter(X_train_Nu.detach().numpy(), T_train_Nu.detach().numpy(),\n",
    "            s=4., c='blue', marker='o', label='CP')\n",
    "plt.title('Samples of the PDE solution y(x,t) for training')\n",
    "plt.xlim(-1., 1.)\n",
    "plt.ylim(0., 1.)\n",
    "plt.grid(True)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('t')\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()\n",
    "plt.show(block=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Neuromancer datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.dataset import DictDataset\n",
    "\n",
    "# turn on gradients for PINN\n",
    "X_train_Nu.requires_grad=True\n",
    "T_train_Nu.requires_grad=True\n",
    "\n",
    "# Training dataset\n",
    "train_data = DictDataset({'x': X_train_Nu, 't':T_train_Nu, 'y':Y_train_Nu}, name='train')\n",
    "# test dataset\n",
    "test_data = DictDataset({'x': X_test, 't':T_test, 'y':Y_test}, name='test')\n",
    "\n",
    "# torch dataloaders\n",
    "batch_size = X_train_Nu.shape[0]  # full batch training\n",
    "train_loader = torch.utils.data.DataLoader(train_data, batch_size=batch_size,\n",
    "                                           collate_fn=train_data.collate_fn,\n",
    "                                           shuffle=False)\n",
    "test_loader = torch.utils.data.DataLoader(test_data, batch_size=batch_size,\n",
    "                                         collate_fn=test_data.collate_fn,\n",
    "                                         shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PINN Architecture in Neuromancer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZHYqtyYJs3Jv"
   },
   "source": [
    "### Neural Network Architecture\n",
    "\n",
    "We will use a neural network to approximate the PDE solution:\n",
    "$$\\hat{y} = NN_{\\theta}(x,t)$$  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.modules import blocks\n",
    "from neuromancer.system import Node\n",
    "\n",
    "# neural net to solve the PDE problem bounded in the PDE domain \n",
    "net = blocks.MLP(insize=2, outsize=1, hsizes=[32, 32], nonlin=nn.Tanh)\n",
    "\n",
    "# symbolic wrapper of the neural net\n",
    "pde_net = Node(net, ['x', 't'], ['y_hat'], name='net')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "symbolic inputs  of the pde_net: ['x', 't']\n",
      "symbolic outputs of the pde_net: ['y_hat']\n"
     ]
    }
   ],
   "source": [
    "print(\"symbolic inputs  of the pde_net:\", pde_net.input_keys)\n",
    "print(\"symbolic outputs of the pde_net:\", pde_net.output_keys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1000, 1])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# evaluate forward pass on the train data\n",
    "net_out = pde_net(train_data.datadict)\n",
    "net_out['y_hat'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Define Physics-informed terms \n",
    "\n",
    "Our neural network approximation  must satisfy the PDE equations  $NN_{\\theta}(x,t) \\approx y(x,t)$. \n",
    "Thus we define the physics-informed layers as $f_{\\texttt{PINN}}$:\n",
    "\n",
    "$$f_{\\texttt{PINN}}(t,x)=\n",
    "\\frac{\\partial NN_{\\theta}(x,t)}{\\partial t}+ \\lambda NN_{\\theta}(x,t) \\frac{\\partial NN_{\\theta}(x,t)}{\\partial x} -\\nu\\frac{\\partial^2 NN_{\\theta}(x,t)}{\\partial x^2}\n",
    " $$\n",
    "\n",
    "We can obtain the derivatives of the neural net $\\frac{\\partial NN_{\\theta}}{\\partial t},\\frac{\\partial^2 NN_{\\theta}}{\\partial x^2}$ using [Automatic Diferentiation](https://en.wikipedia.org/wiki/Automatic_differentiation). \n",
    "\n",
    "In the inverse problem, we will jointly learn the neural network parameters $\\theta$ together with unknown PDE parameters $\\lambda$, and $\\nu$.\n",
    "\n",
    "To simplify the implementation of $f_{\\texttt{PINN}}$ we exploit the symbolic variable of the Neuromancer library. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.constraint import variable\n",
    "\n",
    "# symbolic Neuromancer variables\n",
    "y = variable('y')           # PDE measurements from the dataset\n",
    "y_hat = variable('y_hat')  # PDE solution generated as the output of a neural net (pde_net)\n",
    "t = variable('t')          # temporal domain\n",
    "x = variable('x')          # spatial domain\n",
    "# trainable parameters with initial values\n",
    "lamb = variable(torch.nn.Parameter(torch.tensor(2.0)), display_name='lambda')       # trainable PDE parameter lambda\n",
    "nu = variable(torch.nn.Parameter(torch.tensor(0.01)), display_name='nu')             # trainable PDE parameter nu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the symbolic derivatives\n",
    "dy_dt = y_hat.grad(t)\n",
    "dy_dx = y_hat.grad(x)\n",
    "d2y_d2x = dy_dx.grad(x)\n",
    "# get the PINN form\n",
    "f_pinn = dy_dt + lamb*y_hat*dy_dx - nu*d2y_d2x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1000, 1])\n",
      "torch.Size([1000, 1])\n",
      "torch.Size([1000, 1])\n",
      "torch.Size([1000, 1])\n"
     ]
    }
   ],
   "source": [
    "# check the shapes of the forward pass of the symbolic PINN terms\n",
    "print(dy_dt({**net_out, **train_data.datadict}).shape)\n",
    "print(dy_dx({**net_out, **train_data.datadict}).shape)\n",
    "print(d2y_d2x({**net_out, **train_data.datadict}).shape)\n",
    "print(f_pinn({**net_out, **train_data.datadict}).shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# computational graph of the PINN neural network\n",
    "f_pinn.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PINNs' Loss function terms\n",
    "\n",
    "**PDE Collocation Points Loss:**  \n",
    "We evaluate our PINN $f_{\\texttt{PINN}}$ over given number ($N_f$) of collocation points (CP) and minimize the PDE residuals in the following loss function:\n",
    "\n",
    "$$\\ell_{1}=\\frac{1}{N_f}\\sum^{N_f}_{i=1}|f_{\\texttt{PINN}}(t^i,x^i)|^2$$\n",
    "\n",
    "\n",
    "If $f_{\\texttt{PINN}}\\rightarrow 0$ then our PINN will be respecting the physical law.\n",
    "\n",
    "**PDE Measurements Loss:**\n",
    "\n",
    "We select $N_f$ PDE measurement points $y(x,t)$ and minimize the supervised learning residual in the loss function:\n",
    "\n",
    "$$\\ell_{2}=\\frac{1}{N_f}\\sum^{N_f}_{i=1}|y(t^i,x^i)-NN_{\\theta}(t^i,x^i)|^2$$\n",
    "\n",
    "**Bound the PINN output in the PDE solution domain:**  \n",
    "We expect the outputs of the neural net to be bounded in the PDE solution domain $NN_{\\theta}(x,t) \\in [-1.0, 1.0]$, thus we impose the following inequality constraints via additional penalties:\n",
    "\n",
    "$$\\ell_{3}=\\frac{1}{N_f}\\sum^{N_f}_{i=1} \\Big(|\\texttt{RELU}(NN_{\\theta}(t^i,x^i) - y_{max})|^2 + |\\texttt{RELU}(-NN_{\\theta}(t^i,x^i) + y_{min})|^2 \\Big)$$\n",
    "\n",
    "\n",
    "#### Total Loss:\n",
    "The total loss is just a sum of PDE residuals over CP and supervised learning residuals over IC and BC.\n",
    "$$\\ell_{\\text{PINN}}=\\ell_{1}+\\ell_{2} +\\ell_{3}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# scaling factor for better convergence\n",
    "scaling = 1000.\n",
    "\n",
    "# PDE CP loss\n",
    "ell_1 = (f_pinn == 0.)^2\n",
    "\n",
    "# PDE supervised learning loss\n",
    "ell_2 = scaling*(y_hat == y)^2 \n",
    "\n",
    "# ell_3 = output constraints to bound the PINN solution in the PDE output domain [-1.0, 1.0]\n",
    "con_1 = (y_hat <= 1.0)^2\n",
    "con_2 = (y_hat >= -1.0)^2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Train the PINN to solve the PDE\n",
    "\n",
    "We use stochastic gradient descent to optimize the parameters $\\theta$ of the neural network $NN_{\\theta}(t,x)$ approximating the solution to the PDE equation $y(t,x)$ using the PINN loss $\\ell_{\\text{PINN}}$ evaluated over sampled CP, IP, and BC."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define the optimization problem in Neuromancer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.loss import PenaltyLoss\n",
    "from neuromancer.problem import Problem\n",
    "\n",
    "# create Neuromancer optimization loss\n",
    "pinn_loss = PenaltyLoss(objectives=[ell_1, ell_2], constraints=[con_1, con_2])\n",
    "\n",
    "# construct the PINN optimization problem\n",
    "problem = Problem(nodes=[pde_net],      # list of nodes (neural nets) to be optimized\n",
    "                  loss=pinn_loss,       # physics-informed loss function\n",
    "                  grad_inference=True   # argument for allowing computation of gradients at the inference time)\n",
    "                 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Construct Trainer and solve the problem  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.trainer import Trainer\n",
    "\n",
    "optimizer = torch.optim.AdamW(problem.parameters(), lr=0.001)\n",
    "epochs = 10000\n",
    "\n",
    "#  Neuromancer trainer\n",
    "trainer = Trainer(\n",
    "    problem.to(device),\n",
    "    train_loader,\n",
    "    optimizer=optimizer,\n",
    "    epochs=epochs,\n",
    "    epoch_verbose=200,\n",
    "    train_metric='train_loss',\n",
    "    dev_metric='train_loss',\n",
    "    eval_metric=\"train_loss\",\n",
    "    warmup=epochs,\n",
    "    device=device\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 0  train_loss: 370.78009033203125\n",
      "epoch: 200  train_loss: 83.9358139038086\n",
      "epoch: 400  train_loss: 26.59113883972168\n",
      "epoch: 600  train_loss: 16.921268463134766\n",
      "epoch: 800  train_loss: 10.921873092651367\n",
      "epoch: 1000  train_loss: 8.0209379196167\n",
      "epoch: 1200  train_loss: 6.5286102294921875\n",
      "epoch: 1400  train_loss: 5.424567699432373\n",
      "epoch: 1600  train_loss: 4.550571441650391\n",
      "epoch: 1800  train_loss: 3.8836967945098877\n",
      "epoch: 2000  train_loss: 3.374181032180786\n",
      "epoch: 2200  train_loss: 2.9693143367767334\n",
      "epoch: 2400  train_loss: 2.635749578475952\n",
      "epoch: 2600  train_loss: 2.344210147857666\n",
      "epoch: 2800  train_loss: 2.083545446395874\n",
      "epoch: 3000  train_loss: 1.8520342111587524\n",
      "epoch: 3200  train_loss: 1.6507803201675415\n",
      "epoch: 3400  train_loss: 1.486864686012268\n",
      "epoch: 3600  train_loss: 1.3457746505737305\n",
      "epoch: 3800  train_loss: 1.2182989120483398\n",
      "epoch: 4000  train_loss: 1.1023818254470825\n",
      "epoch: 4200  train_loss: 1.0011675357818604\n",
      "epoch: 4400  train_loss: 0.9131717681884766\n",
      "epoch: 4600  train_loss: 0.8403251767158508\n",
      "epoch: 4800  train_loss: 0.7751307487487793\n",
      "epoch: 5000  train_loss: 0.7102922201156616\n",
      "epoch: 5200  train_loss: 0.6493508219718933\n",
      "epoch: 5400  train_loss: 0.6025721430778503\n",
      "epoch: 5600  train_loss: 0.5743808150291443\n",
      "epoch: 5800  train_loss: 0.5262519121170044\n",
      "epoch: 6000  train_loss: 0.48462626338005066\n",
      "epoch: 6200  train_loss: 0.44284504652023315\n",
      "epoch: 6400  train_loss: 0.403108149766922\n",
      "epoch: 6600  train_loss: 0.36711621284484863\n",
      "epoch: 6800  train_loss: 0.3397427201271057\n",
      "epoch: 7000  train_loss: 0.3043252229690552\n",
      "epoch: 7200  train_loss: 0.28076907992362976\n",
      "epoch: 7400  train_loss: 0.2526891827583313\n",
      "epoch: 7600  train_loss: 0.23201832175254822\n",
      "epoch: 7800  train_loss: 0.22093868255615234\n",
      "epoch: 8000  train_loss: 0.20275311172008514\n",
      "epoch: 8200  train_loss: 0.1886579841375351\n",
      "epoch: 8400  train_loss: 0.17789578437805176\n",
      "epoch: 8600  train_loss: 0.1682090163230896\n",
      "epoch: 8800  train_loss: 0.1592826545238495\n",
      "epoch: 9000  train_loss: 0.1773139387369156\n",
      "epoch: 9200  train_loss: 0.14387725293636322\n",
      "epoch: 9400  train_loss: 0.14742955565452576\n",
      "epoch: 9600  train_loss: 0.12989848852157593\n",
      "epoch: 9800  train_loss: 0.12390752881765366\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train PINN\n",
    "best_model = trainer.train()\n",
    "\n",
    "# load best trained model\n",
    "problem.load_state_dict(best_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kpRh89zM8Te8"
   },
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parameter estimation results\n",
    "\n",
    "Remember our ground truth parameters we want to estimate are: $\\nu = 0.01/\\pi$, and $\\lambda = 1.0$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True parameter lambda =  1.0\n",
      "Estimated parameter lambda =  0.9352328777313232\n",
      "True parameter nu =  0.003183098861837907\n",
      "Estimated parameter nu =  0.0038641004357486963\n"
     ]
    }
   ],
   "source": [
    "print('True parameter lambda = ', 1.0)\n",
    "print('Estimated parameter lambda = ', float(lamb.value))\n",
    "print('True parameter nu = ', 0.01/np.pi)\n",
    "print('Estimated parameter nu = ', float(nu.value))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# evaluate trained PINN on test data\n",
    "PINN = problem.nodes[0].cpu()\n",
    "y1 = PINN(test_data.datadict)['y_hat']\n",
    "\n",
    "# arrange data for plotting\n",
    "y_pinn = y1.reshape(shape=[256,100]).detach().cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 526
    },
    "id": "ituXQapsciqE",
    "outputId": "982cffba-812a-4fc4-baf7-42ef29c3f339"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot PINN solution\n",
    "plot3D(X, T, y_pinn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 526
    },
    "id": "xarXcLDdeF7X",
    "outputId": "cb845f12-3d53-401f-d237-f963cf9b93ea"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot exact PDE solution\n",
    "plot3D(X, T, y_real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo8AAAHbCAYAAACqZ3AHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeXxdd33n/9fZ7y5d7au1ebfjOKuxw9Y2xaEMTdrCEGaGhLUzbTMteB6EhB8koYEmoSmPQMPgGSAsHdIAw5BOm04ouLgsMQkksR1vsrVYkrXvV3c96+8P+d5ItiRLsnZ9n4+HE+vec8+95+hK9+3P93w/X8nzPA9BEARBEARBmAV5uV+AIAiCIAiCsHqI8CgIgiAIgiDMmgiPgiAIgiAIwqyJ8CgIgiAIgiDMmgiPgiAIgiAIwqyJ8CgIgiAIgiDMmgiPgiAIgiAIwqyJ8CgIgiAIgiDMmgiPgiAIgiAIwqyJ8CisaPF4nJKSEr7zne8s+nO94Q1v4N5771305xEEQRCE1UyER2FF++IXv0g4HObOO+9ckP2dOnWKhx56iPPnz1923yc+8Qm+/OUv09PTsyDPJQiCIAhrkQiPwoplWRZf/OIX+fCHP4yiKAuyz1OnTvGZz3xmyvB4++23E4lE+O///b8vyHMJgiAIwlokwqOwYv3TP/0T/f39/Pt//++X5PlkWeZd73oX3/72t/E8b0meUxAEQRBWGxEehSX3/ve/n9ra2stuf+ihh5AkKff1s88+S21tLQ0NDbnb+vr6KC4u5q1vfeukgNfU1EQwGOQ973nPtM/7zW9+k3e/+90A/NZv/RaSJCFJEocPH85t87u/+7u0tbVx9OjR+R+gIAiCIKxhIjwKK9YLL7zA9ddfP+m2kpISvvKVr/Bv//Zv/O3f/i0Aruvy/ve/n3A4POOQ85vf/Gb+/M//HIBPfvKT/N3f/R1/93d/x7Zt23Lb3HDDDQD88pe/XOjDEQRBEIQ1QV3uFyAIU7Ftm+bmZm6//fbL7nvXu97Fe9/7Xu6//37e/va38w//8A/88pe/5Nlnn6WwsHDafdbX1/OmN72JL33pS/zu7/4ub33rWy/bprKyEl3XOXXq1EIejiAIgiCsGSI8CivS0NAQnucRjUanvP/JJ5/k8OHDvOtd7+Ls2bO8733vmzJozkc0GmVgYGBB9iUIgiAIa40YthZWtOkmrhQUFPClL32J48ePk5eXx5e+9KUFfc6J114KgiAIgvA6ER6FJTddMHMcJ/f3goICJElieHh42v386Ec/AmB4eJgLFy4s2OsbGRmhqKhowfYnCIIgCGuJCI/CkotGo4yMjFx2e1tbW+7vqqrS0NBAa2vrlPt4/vnn+drXvsa9995LcXExd999N7ZtX/G5r1RR7OzsxDTNSZNoBEEQBEF4nQiPwpJraGhgdHSU48eP527r7u7mhz/84aTt9u7dy29+85vLHj8yMsKHP/xhbr75Zv7qr/6Kr33ta7zyyiv81V/91RWfOxgM5vYxlZdffhmAffv2zfZwBEEQBGFdEeFRWHJ33nknwWCQP/iDP+CLX/wijzzyCHv27GHz5s2Ttrv99tvp6Ojg7Nmzk27/i7/4CwYHB/nWt76FoijcdtttfPjDH+azn/0sx44dy213+PBhJEnioYceyt22e/duFEXhscce41vf+hbPPPMMfX19uft//OMfs2HDBq677rrFOXhBEARBWOVEeBSWXGFhIT/84Q8JBALce++9fOtb3+KRRx7hne9856Tt3vnOd1JUVMT3vve93G3/9//+X7797W/zuc99jq1bt+Zu/8IXvkBFRQV33303lmUBEI/HASgvL89tV1ZWxsGDB+nr6+NDH/oQ733ve3NteVzX5Qc/+AF33XWXmDAjCIIgCNOQPLEOm7CCPfzww3zjG9/g3Llzc17f+t577+Xv//7vaWpqwjCMK27/7LPP8h/+w3+gubl5UuAUBEEQBOF1ovIorGgf+9jHiMfjPPPMM3N+7E9/+lM+/elPzyo4Ajz22GPcc889IjgKgiAIwgxE5VEQBEEQBEGYNVF5FARBEARBEGZtVYXHn/3sZ7zzne+koqICSZJ49tlnr/iYw4cPc/3112MYBhs3buSb3/zmZdt8+ctfpra2Fp/Px549e3jppZcW/sULgrCizOXn/qtf/SpvetObiEajRKNRbr311hm3/y//5b8gSRJPPPHEIrxyQRCE5bWqwmMikeDaa6/ly1/+8qy2b21t5R3veAe/9Vu/xdGjR/noRz/Khz/84dzKJADf/e53OXDgAA8++CCvvPIK1157Lfv375/UvkUQhLVlrj/3hw8f5r3vfS8//elPOXLkCNXV1bztbW+js7Pzsm1/+MMf8qtf/YqKiorFPgxBEIRlsWqveZQkiR/+8Ifccccd027ziU98gueee44TJ07kbrvzzjsZGRnh+eefB2DPnj3cdNNNPPnkk8B4u5bq6mr+63/9r9x3332LegyCICyPq/25dxyHaDTKk08+yV133ZW7vbOzkz179vCjH/2Id7zjHXz0ox/lox/96GIdhiAIwrJQl/sFLKYjR45w6623Trpt//79uV/mpmny8ssvc//99+ful2WZW2+9lSNHjky730wmQyaTyX3tui5DQ0MUFhaK/oDCuuR5HmNjY1RUVCDLsxvQSKfTmKa5YM9/6c+eYRhTzrSf78/9RMlkEsuyKCgoyN3mui7ve9/7+PjHP86OHTvmeSSCIAgr35oOjz09PZSWlk66rbS0lFgsRiqVYnh4GMdxptzmzJkz0+73kUce4TOf+cyivGZBWM06Ojqoqqq64nbpdJqamiB9fe6CPG8oFMo1hc968MEHJ60ulDUwMDCvn/uJPvGJT1BRUTHpH6ePPfYYqqry53/+53M/AEEQhFVkTYfHxXL//fdz4MCB3Nejo6Ns2LCB+j9/AMXw5W63Q7Pbnx125v1apJA178cuFy+uLfdLAFbnuZvKSjifbjpN5yc/RzgcntX2pmnS1+dy/NdlhMNXV60fG/PYdVMPHR0dRCKR3O2z7e85V48++ijPPPMMhw8fxucb/3l/+eWX+eIXv8grr7wiRh8EQVjz1nR4LCsro7e3d9Jtvb29RCIR/H4/iqKgKMqU25SVlU273+mGwxTDlwuPVnh2s5HsiIPM/D78pbAFzG3VlZXAc5Y/7KzWczelAHhjy39OgTkHp3BYIhy+2nl749XLSCQyKTxOp6ioaF4/9wCPP/44jz76KD/5yU/YtWtX7vaf//zn9PX1sWHDhtxtjuPw3/7bf+OJJ57g/PnzczgeQRCElW1Vzbaeq71793Lo0KFJt/34xz9m7969AOi6zg033DBpG9d1OXToUG6b+bBmV3zBjsy/4igIwvzM9+f+85//PA8//DDPP/88N95446T73ve+93H8+HGOHj2a+1NRUcHHP/7xSd0dBEEQ1oJVVXmMx+M0NTXlvm5tbeXo0aMUFBSwYcMG7r//fjo7O/n2t78NjPdae/LJJ7n33nv54Ac/yL/+67/yve99j+eeey63jwMHDnD33Xdz4403cvPNN/PEE0+QSCT4wAc+MK/XONvgeLXGK2erz0qokK3WczcTKWytiHO7Wlzp5/6uu+6isrKSRx55BBi/nvGBBx7g6aefpra2lp6eHmD8WstQKERhYSGFhYWTnkPTNMrKytiyZcvSHpwgCMIiW1Xh8Te/+Q2/9Vu/lfs6e93h3XffzTe/+U26u7tpb2/P3V9XV8dzzz3Hxz72Mb74xS9SVVXF1772Nfbv35/b5j3veQ/9/f088MAD9PT0sHv3bp5//vnLLqafDTs0+1KuqDoKC00EyNm70s99e3v7pFnjX/nKVzBNk3e9612T9jPdpBxBEIS1bNX2eVxJYrEYeXl51H3mr5B9vituvxDBcTVWz1ZKsFmN5262luscu6k0HQc+zejo6KyuO8z+zLSeKb/qax7HxlzqtnbP+rkFQRCEq7Omr3lcidZrcFwp1vq5W+vHJwiCICw/ER4FYY0RAVIQBEFYTCI8LqH1fJ3jShmyFgRBEATh6ojwuEQWKjiKqtL8radzt56OVRAEQVhaIjwugfVccQRRdRQEQRCEtUSEx0W23oOjsHxE9VEQBEFYDCI8LqKFDo6rMQyIqqMgCIIgrC0iPC4SUXEUwVEQBEEQ1qJVtcLMaiBCo7CSiFVnBEEQhIUmKo8LyA4vXnBcbUPWIrAIgiAIwtokwqMgCIIgCIIwayI8CgtOVB1XltVWtRYEQRBWNhEeV4HV9OEvgqMgCIIgrG0iPAqCIAiCIAizJsKjsGBE1VEQBEEQ1j7RqmeFWy1D1iI4rmwrtWVPi6URtK7u37AJy12gVyMIgiDMhqg8CoIgCIIgCLMmwuMKJqqOgiAIgiCsNCI8CldFBEdBEARBWF9EeFyhVkvVURAEQRCE9UWER2HeRNVREARBENYfER5XoNVQdRTBcXUR3y9BEARhoYjwuMKshuAoCIIgCML6JcLjCrJagqOoYgmCIAjC+iWahC8gKWQhBZR5hSsRHIXFspjfs+z7VlJWx/tXEARBuHoiPC6CS4PgTB/eqyU0CqvTYgVH8b4VBEFYv0R4XAJr5YN2NVcd18r3YC4W4/u1Hs+jIAiCMJkIj8KsrObguB4t9PdLhEZBEAQhS0yYEYQ1RgRHQRAEYTGJyqNwRaLquDqIYWpBEARhKYjwKMxIBMeVT0yKEQRBEJaSCI/CtERwXNmWogWPIAiCIFxKXPMoCKuMN6aJYL8AvvzlL1NbW4vP52PPnj289NJL02578uRJ/uiP/oja2lokSeKJJ564bBvHcfj0pz9NXV0dfr+fhoYGHn74YTzPW8SjEARBWHoiPApTEuFk5Vmq0Lgeqo7f/e53OXDgAA8++CCvvPIK1157Lfv376evr2/K7ZPJJPX19Tz66KOUlZVNuc1jjz3GV77yFZ588klOnz7NY489xuc//3n+9m//djEPRRAEYcmJ8ChcZq0Fx9UehkSlceF94Qtf4CMf+Qgf+MAH2L59OwcPHiQQCPDUU09Nuf1NN93EX//1X3PnnXdiGMaU27zwwgvcfvvtvOMd76C2tpZ3vetdvO1tb5uxoikIgrAaifAoTCJCysqQDYzi+zF7sVhs0p9MJjPldqZp8vLLL3PrrbfmbpNlmVtvvZUjR47M+/n37dvHoUOHOHv2LADHjh3jF7/4BW9/+9vnvU9BEISVSEyYEXJEUFl+y/09WOoqbZNVjN+8ul9DKcsG2qmurp50+4MPPshDDz102fYDAwM4jkNpaemk20tLSzlz5sy8X8d9991HLBZj69atKIqC4zh87nOf4z/+x/84730KgiCsRCI8CsDyh5bFslqGrNfq+V9KHR0dRCKR3NfTDS8vlu9973t85zvf4emnn2bHjh0cPXqUj370o1RUVHD33Xcv6WsRBEFYTKtu2HouMyTf+ta3IknSZX/e8Y535LZ5//vff9n9t91221IciiCIoekFFIlEJv2ZLjwWFRWhKAq9vb2Tbu/t7Z12MsxsfPzjH+e+++7jzjvv5JprruF973sfH/vYx3jkkUfmvU9BEISVaFWFx7nOkPw//+f/0N3dnftz4sQJFEXh3e9+96Ttbrvttknb/f3f//1SHM6KsVbDy0quOorQuHx0XeeGG27g0KFDudtc1+XQoUPs3bt33vtNJpPI8uRfqYqi4LruvPcpCIKwEq2qYeuJMyQBDh48yHPPPcdTTz3Ffffdd9n2BQUFk75+5plnCAQCl4VHwzCuquKwmq3VALNSg+NaPd+rzYEDB7j77ru58cYbufnmm3niiSdIJBK53y133XUXlZWVuaqhaZqcOnUq9/fOzk6OHj1KKBRi48aNALzzne/kc5/7HBs2bGDHjh28+uqrfOELX+CDH/zg8hykIAjCIlk14TE7Q/L+++/P3TbXGZJf//rXufPOOwkGg5NuP3z4MCUlJUSjUX77t3+bz372sxQWFk67n0wmM2kmZywWm+PRrAwiyCwdca5Xlve85z309/fzwAMP0NPTw+7du3n++edzk2ja29snVRG7urq47rrrcl8//vjjPP7447zlLW/h8OHDAPzt3/4tn/70p/nTP/1T+vr6qKio4D//5//MAw88sKTHJgiCsNhWTXi82hmSL730EidOnODrX//6pNtvu+02/vAP/5C6ujqam5v55Cc/ydvf/naOHDmCoihT7uuRRx7hM5/5zPwPZgVYy2FmJVUd1/J5Xu3uuece7rnnninvywbCrNra2iuuFBMOh3niiSemXH1GEARhLVk14fFqff3rX+eaa67h5ptvnnT7nXfemfv7Nddcw65du2hoaODw4cP8zu/8zpT7uv/++zlw4EDu61gsdlmbkJVqrYeZlRIc1/p5FgRBENavVTNh5mpmSCYSCZ555hk+9KEPXfF56uvrKSoqoqmpadptDMO4bGbnarDWA40IjoIgCIKw+FZNeLyaGZLf//73yWQy/Kf/9J+u+DwXLlxgcHCQ8vLyq37NK8laDjRS2BLBcQGslHMoCIIgrGyrJjzC+AzJr371q3zrW9/i9OnT/Mmf/MllMyQnTqjJ+vrXv84dd9xx2SSYeDzOxz/+cX71q19x/vx5Dh06xO23387GjRvZv3//khzTUljNgeZKVlLgWcvnWRAEQRCyVtU1j3OdIQnQ2NjIL37xC/7lX/7lsv0pisLx48f51re+xcjICBUVFbztbW/j4YcfXvLVKRbLWg40IjgKgiAIwtJbVeER5jZDEmDLli3TzpL0+/386Ec/WsiXt2Ks5TCzkkIjrO1zLQiCIAiXWlXD1sLsrOUwI4KjIAiCICyvVVd5FGa2VsPMSguNsHbPtSAIgiDMRFQe15C1GmZWYnAUBEEQhPVKVB7XiLUYHFdyaFyL51sQBEEQZkNUHteAtRhkVnJwFARBEIT1TFQeV7m1FhxFaBQEQRCElU1UHlcxERwFQRAEQVhqIjyuUiI4Lp+1du4FQRAEYS7EsLWwrFZTaBQEQRAEQYTHVWmtVL5EcBRaMyUY2tW9nzMZ8T4SBEFYSmLYepURwVFYDOL7IQiCIMyWCI+riAiOgiAIgiAsNxEeVwkRHAVBEARBWAlEeBQEQRAEQRBmTYTHVUBUHVeWtXIcgiAIgjAfIjyucGslOAqCIAiCsDaI8LiCraXgKKp1giAIgrA2iPC4Qq2l4CgIgiAIwtohwqOw6ETVcWUT3x9BEARhLkR4XIFE1VEQBEEQhJVKhMcVRgTH1UFU6wRBEIT1SoRHQRAEQRAEYdZEeFxBRNVREARBEISVToTHFUIEx9VHDF0LgiAI65EIj4KwjokALAiCIMyVCI8rgKg6CoIgCIKwWojwKAjCuvTlL3+Z2tpafD4fe/bs4aWXXpp225MnT/JHf/RH1NbWIkkSTzzxxGXbPPLII9x0002Ew2FKSkq44447aGxsXMQjEARBWB4iPC4zUXVc3cSw7+r03e9+lwMHDvDggw/yyiuvcO2117J//376+vqm3D6ZTFJfX8+jjz5KWVnZlNv827/9G3/2Z3/Gr371K3784x9jWRZve9vbSCQSi3kogiAIS05d7hcgCIKw1L7whS/wkY98hA984AMAHDx4kOeee46nnnqK++6777Ltb7rpJm666SaAKe8HeP755yd9/c1vfpOSkhJefvll3vzmNy/wEQiCICwfUXlcRqLquDas1urjan3dV8s0TV5++WVuvfXW3G2yLHPrrbdy5MiRBXue0dFRAAoKChZsn4IgCCuBqDwKgrAmxGKxSV8bhoFhGJdtNzAwgOM4lJaWTrq9tLSUM2fOLMhrcV2Xj370o9xyyy3s3LlzQfYpCIKwUojwKCw6b0xbt1UuYWbnk4Xosn5V+zCTJgDV1dWTbn/wwQd56KGHrmrf8/Vnf/ZnnDhxgl/84hfL8vyCIAiLSYTHZSKGrNcWKWyJ7+ky6+joIBKJ5L6equoIUFRUhKIo9Pb2Trq9t7d32skwc3HPPffwT//0T/zsZz+jqqrqqvcnCIKw0ohrHgVhHVqLleBIJDLpz3ThUdd1brjhBg4dOpS7zXVdDh06xN69e+f9/J7ncc899/DDH/6Qf/3Xf6Wurm7e+xIEQVjJROVRWBLrYehaVB9XjwMHDnD33Xdz4403cvPNN/PEE0+QSCRys6/vuusuKisreeSRR4DxSTanTp3K/b2zs5OjR48SCoXYuHEjMD5U/fTTT/MP//APhMNhenp6AMjLy8Pv9y/DUQqCICwOER6XgQgYgrC83vOe99Df388DDzxAT08Pu3fv5vnnn89Nomlvb0eWXx+Y6erq4rrrrst9/fjjj/P444/zlre8hcOHDwPwla98BYC3vvWtk57rG9/4Bu9///sX9XiElcfzPBzHwXVdVFWd9H4ShNVOhEdBWECrofq41ivAs3XPPfdwzz33THlfNhBm1dbW4nnejPu70v3C+uG6LpZlkU6ncRwHWZZRVRVVVVEUBUVRRJgUVrVV9+6dy5Ji3/zmN5EkadIfn883aRvP83jggQcoLy/H7/dz6623cu7cucU+jHVppYcqQRCEq+F5HrZtY5pmLjTKsowkSViWRTKZJB6PE4vFiMfjpNNpLMvCdd3lfumCMCerKjzOdUkxGL+Ivru7O/enra1t0v2f//zn+dKXvsTBgwd58cUXCQaD7N+/n3Q6vdiHI6xRorInCOuP53lYloVlWXiel6ssSpKUqzxqmoaiKABYlsXRo0dpb2+/LEyKKraw0q2q8DhxSbHt27dz8OBBAoEATz311LSPkSSJsrKy3J+JjYE9z+OJJ57gU5/6FLfffju7du3i29/+Nl1dXTz77LNLcETrz3qpPq7UALlSX5cgrGau69Ld3U0qlcqFxelIkoSiKKiqSjqdzlUdJ1YmR0dHc2HStm0RJoUVZ9WEx/kuKRaPx6mpqaG6uprbb7+dkydP5u5rbW2lp6dn0j7z8vLYs2fPgi5TJgiCIKw92WHqTCbDiRMniMfjSJI068dnt82GyUsrk8lkkrGxsVxlMpPJiDAprAirZsLMfJYU27JlC0899RS7du1idHSUxx9/nH379nHy5EmqqqpyrTSm2mf2vqlkMhkymUzu60uXRZvJeqm8zWQ9tO2BlTd5Zj2cc0FYKtlhasdxAOYUGi/dz0TZyuTE+7MTcEzTnDQMPnECznyfXxDmY9WEx/nYu3fvpKa/+/btY9u2bfyP//E/ePjhh+e930ceeYTPfOYzC/EShTVupQVIQRCunuM4uYku2QkxsixfFgRTqRSKoqDrUy/BOZvANzFMZvfvui6maZLJZESYFJbFqgmPC7GkmKZpXHfddTQ1NQHkHtfb20t5efmkfe7evXva/dx///0cOHAg93UsFrtsXV1hZuul+igIwtqRHaa2bRsgFxwn3p/9f0tLC01NTXieRyQSIT8/n2g0Sn5+/mWVxdmaOMw98bEiTApLbdWEx4lLit1xxx3A60uKTder7VKO4/Daa6/xe7/3ewDU1dVRVlbGoUOHcmExFovx4osv8id/8ifT7scwjGmXPhOES62E6qMI6oJwdbJDx9kJLtn2b1nZymM6nea1114jlUpx4403oigKo6OjDA8Pc+bMGUzTJBKJEI1GsW37qtr0TBUms38ymQymaeZemwiTwkJaNeER5r6k2F/+5V/yhje8gY0bNzIyMsJf//Vf09bWxoc//GFg/Afvox/9KJ/97GfZtGkTdXV1fPrTn6aioiIXUIXFs56qjyshQAqCMHcTrzmcOEw9ldHRUU6ePElhYSHXXXddbpWZQCBAeXl5LlwODw8zPDxMPB7n3Llz9Pf3E41GiUajhMPheTcQnxhoFUW5LEwmk0k6Ojqoq6vDMIzcRJ2ZjkkQprKqwuNclxQbHh7mIx/5CD09PUSjUW644QZeeOEFtm/fntvm3nvvJZFI8Md//MeMjIzwxje+keeff/6yZuKCcLWWK0Cul4AuCAvt0kkx04Us13XJZDKcP3+e7du3U1lZmWsMPpEkSfj9fvx+PxUVFViWRSQSQdd1hoeH6ejowHVd8vPzc8Pc4XB43sHu0jDpui4dHR3U1NTkehlnh7k1TctVJkWYFK5E8sSc/6sWi8XIy8tjw/98ADkwc+gU1afLrbdws5TvgaU6t24yTfsf/yWjo6NEIpErbp/9mbnz0H9CD009mWC2zLjJM7/zv2b93IIwG9lqY3almOnCVCqV4tixY8RiMTZu3Eh9fX3uvomPn8rx48cpKCigqqoKGA+r8XickZGRXHVSkqRckIxGowSDwXkHO9M0+cUvfsFb3vKWyyqTE4fjRZgUrmRVVR5XOi+u4TnrZyh2oayn4WsQQ9iCsJJlh5qz1yPOFJx6eno4ceJEbsLlpdfCzzVwSZJEOBwmHA5TXV2N67rE43GGh4cZHBykubkZRVFyQTIajeL3++f1PNn/TzfMPbEymR3eFmFSyBLhcRGstzAkzN1SBEjxHhSEuZntMLXjODQ2NtLV1cXOnTspKyvjpZdemnPzbkmSZnyMLMtEIhEikQg1NTW4rkssFmN4eJje3l7OnTuHqqqXhcmZju9Kr2eqMJkdlk+n07n1ukWYXN9EeFwkIkDOzXo8X9njXYwQud7OpSBcral6N04lHo9z7NgxZFlm3759BAIBYOoguNBXhcmynLsesq6uDsdxcjO5u7u7aWxsxDCMSWHyajqDXDqjPBsmHcfBcZxpWwOJMLn2ifC4iLKhQHyQz856DJCw8FXI9XgOBWG+JvZu9DxvxuDT2dnJqVOnqK6uZvPmzZOuZbxSFXEq83nMRIqiUFBQQEFBAQC2befCZEdHB6dOnSIQCOSCZDbozlc2TGaPe2KYtG07d392mDv7/0tDqLD6ifC4BMT1bcKVLFQVcrUFxwuJPFSurmeqnchceSNBmILruoyNjXH27Fl27tw5bXC0bZtTp07R39/P7t27KS4uvmybqw2CC0FVVQoLCyksLATGJ+xkJ9+0traSSCQAaGpqyjUs17T5/86ZLkzato1lWbn7XddF1/VceyARJlc/ER6FnOmCx1KG3/VafcyaeOxzOe/r+ZwJwlxN7N1oWRY9PT3s2rVrym1jsRjHjh3DMAxuueWWadu4LUfl8Uo0TaO4uDgXdsfGxvj1r3+N67o0NzeTTCYJh8O5ymReXh6qOv9YMF2YPH78OGVlZZSWluYqk5qm5RqWz7evpbB8RHgUgJnDx2JemzeV9R4gs64UJMU5EoS5m2pSzFQBzvM8Ojo6aGxspK6ujoaGhhmrZfMNgktZrcxWGbds2YIkSWQymVxLoMbGRjKZTG71m/z8fPLy8iYtpThXEyuM2WHsiZVJmHr1GxEmVz4RHoVZh5ClDJEiQE4mzoUgXL2pejdOnFWcDTqWZXHixAlGRka44YYbctcUzmS+lcflkH1ewzAoKyujrKwMGO9ZmQ2TXV1d2LadC5PRaJRIJDKvYJc9t9NVJi3LmnEpRREmVx4RHoU5W6o+hSJACoKwEGbq3Zj9fzbgDA8Pc+zYMcLhMLfccgu6Prsm9lOFx9mEw6WsPF7puSaufuN5HslkMnfN5IULF3AcZ1LD8tmufjMxmE80VZiceDlBdhsRJlceER6FeVmqKqQIkIIgXI0r9W7MBhHHcTh//jzNzc1s3LiR2traOVUGV1PlcTYkSSIYDBIMBqmsrMTzPBKJRK4y2dbWBjCr1W+mC49TPefEYfLZhMnsbG5haYnwKFwVsVqKIAgrleu6mKY5Y+/G7G2vvvoqqVSKm2++mby8vDk/12q45hHmH1glSSIUChEKhaiursbzPMbGxnKr37S0tOT6UE5sDZQ9L/N53pnCpGmauarlpSvgiDC5+ER4XCbznVW7mK/javaxmMcgqo+CIMxFdpjasqwr9m4cHh4Gxid07Nu3b96ta2YKpnN5zGohSdJlq99kw2R/fz9NTU251W+yYW++IXLic84mTF46zL2az/NKJcLjCrAWqnciQAqCsBK4rott21dcYtB1XZqamnLDr9u2bbvqnoeu6875MSvpmserIcsyeXl55OXlUVtbi+M4uaUU+/r6OH36NK2trZMqk9O1PZqtiWEye2zZanMmk6G3t5dIJEJ+fr4IkwtMhMdlMFUIEgHyykSAFARhOhOrUBNn904llUpx/PhxLMviDW94Ay+88MJVBysRSCZTFCUXEru7u9m2bRue5+Um35w+fRq/3z9pKcXZTk6aysQ1uWH8/dDT04OqqgQCgWmXUhRhcn5EeFxBliNALnQgEwFSEISlNnGJQbh8TeaJ+vr6eO211ygtLWXbtm258LAQ4fHSymO2Fc1Mj1kt1zxeDc/zUFWVSCSSW/3Gtu3cTO62tjZOnjxJMBjMBcmFWP3Gdd3c9ZATK5OZTGbG1kAiTF6ZCI8rjKhAXpkIkIIgZE3s3Tix7ctU2zU2NtLZ2cn27dupqKjI3SfL8pyHnC+1EpYnvJLlen1TXeuoqipFRUUUFRUBYJpmLkxeuvpNfn5+buh5LrITpWByZXJib0/P8y4Lk9nVb1RVnfF62fVMhMcVSATIK8vuW4RIQVifZurdeKlEIsGxY8cA2Lt3L8FgcNL9i1V5nM1jVnrgXAizmSij6zolJSWUlJQATFr95uzZs2QymcuWUrzS6jcTw+OlJlanLw2T6XQ6t002TGYrkyJMjhPhcYUSAXJ2RBVSENafbM/BlpYWNm3aNOMHeldXF6dOnaKyspItW7ZMGSbWS+VxucxnlvVUq99kK5OnT5/GNE3y8vJmXP1mpvB4KREm50aExxVMBMjZEQFSENaPibNpW1tb2bx585Qf3rZtc/r0afr6+ti1a1euojWVhao8zqdJ+NWG1rlarmser/Z5s6vflJeX43nepKUUs6vfTAyT4XB4TuHxUrMNk5f2mFwvYVKExxVOBMjZEQFSENa2S3s3Zq9/myqYjI2NcezYMTRNY9++ffj9/hn3vV4qjyvpmserIUkSgUCAQCBw2eo3IyMjtLe3594vvb29AIRCoavuMTlVmMxOwEmn08iyfNkEnLUaJkV4XAXWwgQUESAFQZivqZYYzFaUJlaXPM/jwoULnDlzhtraWhoaGmZVeVqICuB8K48rPXBerWzIWswANdXqN/F4nF//+tfEYjE6OzuRJGlSW6Ds6jdX85wTH589TsdxSKfTnDlzhp07d+aC5FoLkyI8rhKiAjk7YiKNIKwt2WrjpZNispMlsqHPsixOnjzJ8PAw119/fa4lzGzIsrwow9ZrISRcrew5WcpzkV2XG2DHjh1omjbt6jfZpuV+v39BwqQsy1iWxfDwMLIs4zgOjuPk+kwqikJvby/t7e389m//9kId8pKb38UAwrJYC4FoqY5htQdtYfF9+ctfpra2Fp/Px549e3jppZdm3P773/8+W7duxefzcc011/DP//zPl21z+vRpfv/3f5+8vDyCwSA33XQT7e3ti3UIa1q22phd1u7Sis3EyuPo6CgvvPAClmWxb9++OQVHWF+Vx6UOtMsRHic+b7ZKnV355rrrruPNb34zO3bswO/309PTw4svvsgLL7zAqVOn6O7uzl3TOF+O4+RaAl265rZt2/z0pz/lU5/61EIc5rIRlcdVZrGqd2txyFdUIYXpfPe73+XAgQMcPHiQPXv28MQTT7B//34aGxunnFjxwgsv8N73vpdHHnmEf/fv/h1PP/00d9xxB6+88go7d+4EoLm5mTe+8Y186EMf4jOf+QyRSISTJ09e9RJs61G2d2M20E3V9Dv7dXt7O21tbTQ0NFBXVzevkLJYlcfZWCvLE17pOZc6PGbfO9PNrs8OX8N42BsdHWV4eJjOzk7OnDmDz+eb9+o32ebkE02sTCYSCQKBwFUc3fIT4XEVWu1D2Ev9+tdiMF5Ks/leeSlnCV7JwvnCF77ARz7yET7wgQ8AcPDgQZ577jmeeuop7rvvvsu2/+IXv8htt93Gxz/+cQAefvhhfvzjH/Pkk09y8OBBAP6//+//4/d+7/f4/Oc/n3tcQ0PDEhzN2jFxicEr9W7MNnXu7OzkxhtvzAWB+Vis2dZXCkzrYVh7JYbHSymKQkFBAQUFBcDMq99kh7lnWv0mW3mcTiKRIBQKzfGIVhYxbL1KrfYwtNSv3xvTVnXgXirZ8zTxz2oRi8Um/clkMlNuZ5omL7/8MrfeemvuNlmWufXWWzly5MiUjzly5Mik7QH279+f2951XZ577jk2b97M/v37KSkpYc+ePTz77LMLc3DrwJWGqScaGhril7/8JZIkce21115VcITlnW29HibMwPKEx5mWqZxJdvWbTZs2cfPNN/OmN72Juro6AFpbW/n5z3/OSy+9xLlz5xgYGMgti5m1HsKjqDyuYgtdwVvqCt1yreWdfW5h3HIGxMFECMUzrmofTnL89VdXV0+6/cEHH+Shhx66bPuBgQEcx6G0tHTS7aWlpZw5c2bK5+jp6Zly+56eHmB8veR4PM6jjz7KZz/7WR577DGef/55/vAP/5Cf/vSnvOUtb5nv4a0LE5cYnCk0ep5Hc3Mzra2tbNmyhaampnn38ZtoMa95nCm8LEflcb1c83g1PR4vpWnaZavfZCuT586dI51OT1r9xrKsGZ87kUhctsrRaiPC4yonhrDnRwxlr71JRR0dHUQikdzXhnF1oXQussHj9ttv52Mf+xgAu3fv5oUXXuDgwYMiPE5jLksMptNpjh8/TjqdZs+ePUQiEVpbW3Pte66GuOZx8Z9zNYfHSxmGQWlpae4flOl0Otew/PTp02QyGVRVpaWlJbeU4sTXkkgkyMvLW5TXtlTEsPUSW4zAspD7XI5AsVwhbrUNyy6UtXrckUhk0p/pwmNRUVGuXcZEvb29uaXQLlVWVjbj9kVFRaiqyvbt2ydts23bNjHbehrZYeps0++ZgmN/fz+//OUv8fl87Nu3L/ePhIUYboblnW291mV7PC7XsPVS8Pl8lJeXs337dvbt20dNTQ0+n49UKsXJkyf52c9+xquvvsr58+c5efIkY2NjCzZsPZeuEV/96ld505velKuQ3nrrrVfsMjEdER7XiPVeRbsaazVMXWq9HOeV6LrODTfcwKFDh3K3ua7LoUOH2Lt375SP2bt376TtAX784x/nttd1nZtuuonGxsZJ25w9e5aampoFPoLVL9v3zrbt3AzUqT7oXdflzJkzHD16lK1bt7Jr167cyjKwMBXDhdrPamnVs9QWu0H4dBaz8jgTSZJQVZVgMMiOHTu45ZZbuOmmmyguLmZsbIz3v//9/OAHP+B73/sejz/+OMePH5/3c2W7Rjz44IO88sorXHvttezfv5++vr4ptz98+DDvfe97+elPf8qRI0eorq7mbW97G52dnXN+bhEe15CFCpDrqfo40VoOV2v1uObrwIEDfPWrX+Vb3/oWp0+f5k/+5E9IJBK52dd33XUX999/f277v/iLv+D555/nb/7mbzhz5gwPPfQQv/nNb7jnnnty23z84x/nu9/9Ll/96ldpamriySef5B//8R/50z/90yU/vpVq4qSYKw1TJ5NJXnzxRQYHB9m7dy+VlZWXbZNtwny1FqvymL2WcyVZjmse11N4BHLX7sLrDcurqqq45ppr+NWvfsX111/P9u3b+bd/+zeefPLJeT/PxK4R27dv5+DBgwQCAZ566qkpt//Od77Dn/7pn7J79262bt3K1772tdw/nOdKXPO4xqzmayBXymtfa5NqVsI5XWne85730N/fzwMPPEBPTw+7d+/m+eefz13D1N7ePumDZ9++fTz99NN86lOf4pOf/CSbNm3i2WefzfV4BPiDP/gDDh48yCOPPMKf//mfs2XLFn7wgx/wxje+ccmPbyVyXRfbtnnxxRepq6ujqKho2lDR09PDiRMnqKioYMuWLdPOXF2oYevFqDwmk0leffXV3BBlQUFBrtVL9niWuvK4XNc8rsfwON17Nts8/Pd///e5++675/0c2a4RE/+Re6WuEZdKJpNYlpVrUTQXIjwuodUURpZrQslKCZCwNkLkSjmXK9E999wzqXI40eHDhy+77d3vfjfvfve7Z9znBz/4QT74wQ8uxMtbMyb2bvQ8D9u2cRxnykDhOA5nzpyhu7ubnTt3TnsNatZChseFrDz29/dz/PhxysvL2blzJ7FYjKGhIc6cOYNlWeTl5VFQUJBrS7SWrdfwOFMfyIVo1TOfrhGX+sQnPkFFRcVlbchmQ4THNWglBbC1YLWGSPEeEJZbdpg6O7ScXdt3qqAWj8c5evQoiqKwb9++Wa3AsZATZhai8ui6LufOneP8+fPs2LGDsrIyTNPMzcz1PI9kMsnw8DBDQ0MMDQ3heR4nTpzINale7BWJxLD14nMcZ9rvY/Y9sNx9Hh999FGeeeYZDh8+PK/3nAiPa9RCBEhRfZxsNYXIlXj+hPVlut6NiqJMuk7R8zw6Ozs5ffo0GzZsYNOmTbP+0J8uiM7VQlzz6DgOqVSK7u5u3vCGNxAOhy/bZ/b6t+w1cB0dHfT19REIBOjq6qKxsRG/358Lkvn5+ZMmCK1GSznr+dLnXa7wONXyhBPF4/GrDo/z6RqR9fjjj/Poo4/yk5/8hF27ds3r+Vf3u1KYkQiQi2Olh8iVet6E9eFKvRsnhkfbtjl58iSDg4Ps3r2b4uLiOT3XQg5bX83Em9HRUU6fPg2MXx8728AnyzKqqlJfX099fT22beeqktnm05FIJBcmw+HwVQWi9XTNY7b903KYOGFmKgsxbD2xa8Qdd9wBvN41YrrLcQA+//nP87nPfY4f/ehH3HjjjfN+fhEel8hyBY2VHMJWu5UWIsX3WVhulw5TTzWbOhv4YrEYR48exe/3s2/fvnkNna2EPo8dHR2cOXOG8vJyBgcHr6pSqKoqxcXFuRCdSqUYGhpieHiYjo4OAPLz83Nh0u/3r/heket12Hq6yuNCDlsfOHCAu+++mxtvvJGbb76ZJ5544rKuEZWVlTzyyCMAPPbYYzzwwAM8/fTT1NbW5lbICoVCc349IjyuA1cbIEX1cWYrIUSuhvMkrG2u686qBY8sywwNDdHc3JyruM03XCznbGvHcTh16hT9/f1cf/31AAwODs5pH1e61tLv91NZWUllZSWe5zE2NsbQ0BB9fX2cO3cOwzByQTIajc44SWPicy6l5aoArtTwmEqlcF13QcLjXLtGfOUrX8E0Td71rndN2s90S7nOZNX1eVzoburvf//7c93vs39uu+22xT6MJXe1wWa5wslKqerNxnL1iRTBUVhO2RnUmUzmisHRNM1cJe3GG2+koaHhqsLMcs22zvagTCQS7Nu3j8LCwnm3+5ntYyRJIhKJUFtby/XXX8+b3/zmXBuj1tZWfv7zn/PSr1+iubmZ4eHhKYfh19Ow9Uq95jGRSAAs2ISZe+65h7a2NjKZDC+++CJ79uzJ3Xf48GG++c1v5r4+f/48nudd9meuwRFWWeUx20394MGD7NmzhyeeeIL9+/fT2NiYW7B8omw39eyQyGOPPcbb3vY2Tp48Oanh7G233cY3vvGN3NdLuSbuaiLWg56dpaxEiuAoLKds78aZhqmzhoeHOXbsGLIsU1ZWRjQavernl2V5QZpwz2W29cQ2PFu3bp0UUJZyeUJFUSgsLKSwsBCATCbDwFAvo8NxTp48iW2niUaLyY/mU1hQSDAYnPdzXY31GB5nqjzG43EURVn0WfWLbVWFx4nd1AEOHjzIc889x1NPPcV999132fbf+c53Jn39ta99jR/84AccOnSIu+66K3e7YRhXnJ20FqyWYeBLrdbXvdghcjWeE2FtuLR340xrF3ueR0tLCy0tLWzatAnLskin0wvyOpay8uh5Hk1NTbk2PBUVFbn7XM+mz36O0dKfc2y4lY3hPyCozi4cL0Q10HUdDMOgpLSAyvINeJ7H6FgvsRGTgaE+Wltac0vmZZeGXKoiiQiPkyWTSQKBwLK9toWyasLjYnZTP3z4MCUlJUSjUX77t3+bz372s7l/zU0lk8mQyWRyX8disTkezfIR1z8uvYmvezUvISkI8PowtW3bADMGx0wmw/Hjx0mlUtx8883k5eXR0tKyIEsKwsIuTzhTiDNNk+PHj5NMJnNteLIsd4zXhh5kwPw5fl8R3alRejOv4vFG9kV/D43pf1YXKlQ5mMj4cTFz+w2EdPIjZVRUFSHjY3R0lK6uLmzb5pe//CXBYHBSS6CZWstcjeUMj4t1TFcy02zrhWjTsxKsmvC4WN3Ub7vtNv7wD/+Quro6mpub+eQnP8nb3/52jhw5Mu0b75FHHuEzn/nM/A9mma3WALkWXG01UoRGYTlN7N0oSdKM1ZOBgQGOHz9OYWEh1113XW4W8kL1ZoSFWVYQZp5tPTo6yquvvkpeXh579+6dNCnF8Ux+PXCAuHWegLyduNKKIm/C8gzaUk/z8ug/4pe2ckPem7gp72YU+fLPlCu9fs/zOJ+6QGeqHSSTtDfEmD2EInk4JMDzMABPdglKGhG9iiK9nqgcRdcL8DCR5QDRaDQ3y/3GG2/MNSlvbGwkk8nkVr3JtgRaqMC33iqPruvied6M1zwu1yUEC2nVhMerNV039TvvvDP392uuuYZdu3bR0NDA4cOH+Z3f+Z0p93X//fdz4MCB3NexWIzq6uoZn3+lBa7VGCBXc/XxUpcex0zncq0cs7B6Xal340Su69LU1ERbWxvbtm2jsrJy2j6PV2uhKo/ThdBsG56Ghgbq6uouO+ZTo3/HSOYMnmQRd4YYim9GltqxvDiVvq3g+Ri0T/PToQv8v4EfEJIrqTBqCav5VBoVJDJxhr1BSlO9KCi8MnqOC+lekt4IY84gKSdFoaagKCZFWj4uSWRkfLJGzB7EdtPoik2300m+WsOIN0y/3UV3upGM24ks51NnXENN4C3ka+V4jP+e0TRt0qo32ZZAQ0NDtLW1Icsy0Wg0N4vb7/fP+9yutybh2ffjTMPWwWBwxbdYupJVEx6Xqpt6fX09RUVFNDU1TRseDcMQk2pYeYF4NRMBUVipZtO7MSuVSnHs2DFs22bv3r1TDs8tVODL7msxrnm8tA3PVJcxtSZ+ytHRvyes1hKRffRZaVLBC/jIo9DYyflUG2k6Ma18hjMWAcOj3zpLT+YCKddFQsaQVTKaxHNnD+NTM0iyi4KBJCUp0kooCaiokoJPDpJyh4jbwxTqUVrTJwnKYTRZIelCqbYTJJm41YMmQ3vmFCoJCvRSWtPHOJY4QoFaTdStxJXLJx2HJEkEAgECgQBVVVW4rptrCdTd3U1jYyM+n29SS6C59LJcj5VHmD48xuNxUXlcSkvVTf3ChQsMDg5SXl5+xW1Xu9W4As1aqj4Kwkrnui4DAwO0t7ezc+fOGUNAb28vJ06coLS0lG3btk374bnQw9YLvbZ1Mpnk6NGjSJI0bfPymNXHy8NfByBu9ZNStqJIUSRnDEOroDF+jqheQVAuBF1F1ToZTgXRJD8yHgFfnFjKz1BcJs/nEPKnsDJhPMciYqhs8G/C8pIMWr2UG+U0p48jo1CuVzJij1GhX4MimQzZXRiyTp/VRtK1KFOjpFydAm0LitdLd+Y8ihdDV6sZtGPEnH6Gi35OvL+ZHaFb2ODfOuU5zcvLIy8vj7q6utyqN8PDwzQ3N5NKpYhEIrnKZCQSmTGkrbfweOlynJdaiNVlVoJVEx5h4bupx+NxPvOZz/BHf/RHlJWV0dzczL333svGjRvZv3//gr/+lVipW40BUhCExZUdprYsC8uyGBwcnPbD0HEcGhsb6erqYseOHVf8h/dCD1svZOVxpjY8Wa7n8P/6nmDA8qg0bsRzJdoz40sTqskyDD0f1+tkyOwmpG7Er7oMjUVwU0AohW3JjA6F8Rs+KqJDuB6kxgpBcdkQKSGiBGhKnUQCav0NDFgDVOpb8MsGPWYLtmcSk4YZsTrxyQXoUgFh1Y/fVUm67Qw7McJKESpJgkotIWmMfttk0G0h6ClYdjF9Vg9t/d+gUN9ArX87u8J7MeSpW8dcuupNOp3ODXF3dnbium4uSE616s16DY/TEZXHZbDQ3dQVReH48eN861vfYmRkhIqKCt72trfx8MMPL9qw9FoNWkt5XKL6KAiL59Jhak3Tpg17iUSCo0ePIssy+/btIxAIXHH/K3HYGsZnhh89evSyNjyXenH4/9CZHg+LcUel3xymRN9BwuqnX0kxmDxDvlpOgV7NucRRkDw0qZKMO0Z6xCAQdDB8NoZviMxYmKG4QmlJEpQMAbWQlnQzpXo1+WqUYbuXMStGWMnjdPIcGjrlRj2KBAWqi4VMl9lGnizhSoWE5CBlei0ZN0HauUDa6cZRZcZcgzJtJ549SofWSzw1QJmxjR5zgBH7V5wcO0pUL2VP3lsoMyqnPXYAn89HRUUFFRUVeJ5HPB5naGiI/v5+mpqa0DRt0hD3egyPM83yzl7zuNqtqvAI493UpxumPnz48KSvz58/P+O+/H4/P/rRjxbolc3eSguQCxXGVtpxCStfYsxAdq6uWa6bXKAXI+SqjRMnxaiqOmXY6+rq4uTJk1RXV7N58+ZZf1Av5LD1QuzLNE2ampqwbZt9+/ZNasNzqdbEKX7c//+o9F2LIbm0pVpxPBvLNfHLVajWII4ygK4Uc3zsBFGtjBK1jGbnLJGoSTzmw3QMZNtgLBFH83kUlcVQJIMq31Y8zyGiFKBIGicTJ5BRqPFtxMWjQm9AAs6nz6KiU6xHGHUcKvTt6AzRnO5DUlKk3BR9Zi+b/RVEpAZi1kskbD8ZpYA+uwfDLKciUkBjsglPcqkyNtFpdpP2PP5Pz9NIks4NeTdzbfh6DHnmIookSYTDYcLhMDU1NTiOw8jISG7izcmTJ9F1HVVVGRoaIi8vb8na56zU8CiGrYWrstKC1moLkKL6KAgLz3Gc3FrE2WpRNqBlP4xt285NJrn22munXN1rJitp2Hp0dJSjR4/i8/nQdX3G4Bi3R/l+93/H8kyGrBESjk2h1oBChrQn05FpBQ0ajJtJOXHwJHxShOPxJnxygNRIEbaUwB9KYKdskDTCfj8BM49gOERT8iwaGsVGGTE7Ra1vCyoKTanTKJJMmVFNd6aLSr2OoJpPn3mChCORdEx67Q50qZISXabbdPA8kFB4LXGaSl2l1n8dMesCEh64BqcTjahyIRt8NfSa3SScODE7wYA1RqFWyIsjv+bfhn5Oha+SmyM30xBoQJauHMQuXfXGNE0aGxsZGxvj1KlT2LZNfn5+rjK5mLOOl3NN7ZnCYzwen7GP9GohwuMyWmkBcqGs1eMShLUu2/B74gd6dmat4zi5YWpd17nlllvmtcRaNvAtxHDm1YTHCxcucPr0aRoaGigoKOCVV16ZdlvP8/j2hW9juoVU6LWYJOk3WzAdk3xtvE1biVZNImZx3Bkf0m4I7MT1JDRJw5D9pEIpZCnDcHuYkD9IpDiF5WUYk1y6Uv1UGtVElDyG7D5i9hia5ONCppN8pZByXxkpJ47sKdi4nEicIiLbVBu7cDDxSQa6WkR7+lX67Hw2+XeB10xQjlCkBnk5fgoDk3qtnn5XJqj4MeQoJxJncDyPzf7tuADeGGN2nJiXJuEkUSU/z/cfotf8e3ZHdnFt+BoaAnWzCpIwPtE1FAqhKArbtm0jmUzmrpdsbW1FUZRJ10su5OViV7r2cLFc6XkTiQQ1NTVL+IoWnud5Ijwut5UUtBaymrcUxyWqj4KwsKZaLSZbRWlvb6elpYXa2lo2btw47+CnKAqe5y1beHQch9OnT9PX15drwxOLxWZs1n148KecHDuBIRl4nkuf2UuNfxNBJUxj/DQODhuMzYy6A1Qb9WTcJK2JblJuigK1gIBcgKInaR/uRouAGRpG90JEpSJMN02JESTj2pxMn8Ev+ynWKtEklUp9A+BwOnEGDY1yoxJIUWM0oElDnEk2Inky24MFjDgOpXopIaWWU4lGqvUB8tU3kHKbxrf3ErSbbYyoATYpEdKuQZVeTdq1aEt3k3CSFKhR8tVCXM/G9VxG7QQ9Zh9hOcSFdC/NyXaSToId4e00+GvZFtpMQJm5B+TESnYwGCQYDFJdXY3ruoyOjuYm3pw+fTq36k00GiUajV7VEPdyVR5nc83jbK4NXqmyP7ciPC4gdUzBnUcvVREg508ESEFYOFOFuewyhG1tbdP2PJyL7AfrQlSG5hoep2vDM9N+etL9HB44Rqm2jaiukXTGKNCKSDoZWlPthJUI1b46GuOtJLUkPtuP4+lU+goYtYaxPI8zyRYCsh/NK6AkP4KmQspN0WZ24pN8hLwgkiex2b8FB5dzyWaCsp+QGiJmj1Hv24wmabSmWtDkFBF1A4NOH1X6FkJqmFHrN3RkMhSFZBqTrVT5NlCtG7w81kWJPoAk1dNj9VOqlKCnQ8TULjqtJGVahJSrUKiVUqrLjFhxziZbCClBwkoIXdLZ6K/H8TxOJc5iSDplRgmn4+foSHXywvBLpNwMW0Ob2BpsoM5fgyZP/n083T8Sso3Io9HxNcAty2J4eJihoSHOnj171aveiGseF4ckSfzsZz8T4XGhqbHxN40dmds1PSspQC6ktXpcwrjs91ZSxPd4LRoZGeHYsWNIksSuXbsW5Fqt7Ae64ziTlvqb775mOwQ+Uxuemda2/nr79zmXaGdXpJZjsVNE1Tx0RUKXDRr8m8m4Lq/GTqJJGsWpUjxNozvTw5idwJDD6JJKva8A27M572+n37YI4mfIGmWDVouZTGMbFo5n0232M2yPUKaVEFEj2J6FozgMWTH6rAHCSogSLYwn+VC8AJbncDx+imrdYlPgWiTpHHlqPrqs02leIO1VsMGooMOSURlfRadTHqHUtdnqvwaPUYZTw4wiY3kuCSfJJv8mNFmhK9NN3ElgyAH6zAFqfNWEVT8JJ0nKSePh0GP2UqhGaUo2cS7ZhOVaFGp5lBglbA5spMZfPesKs6ZplJSU5K6hTSaTuTDZ3t4OcFlLoJmI8Lh4+vr6RHhcLGpMmVeAhPmve7xQFrqat9jHJaqPS2+536PC4vI8j/Pnz9PU1MTGjRtzS9YthOwQ5kL1Z4SZewl6nkdzczOtra3TtuGZrvJ4ZPA1xiyXHaHtOG6aTYFt6IrLiDWE50Kn2YvpWWwLbcJ1NY5Z5yANW0ObkNBojLegIFOg59GV6afWX01YCZBw4kRVGLRHGFXHKHELUSSdkBqgUC1i2B7hTLKZIq0QF4+AbLAlsBnTzdBlnkbGpkjzSDpptgY3EZbP8/JYM/W+IUJqDYNmjK3+Igx5M52ZwzSlHXYFi0hZY5S4USp9OsfirahSjAKtHhmVfEUj37XoNfsZsWMUaVGCShifYpCnhEm6CU4lOijUokgSeEhsC2zFw+FCuougEsD00nRnOql3UrSn2si4GRRLIigFGB4dps5fR4k+uwlW2VVvKisrJ61609PTw9mzZ3Or3mSrl5f+Q2Q5V5hZ66163vGOd4jwuJjmEyBh7Vbr1upxrRfie7f2SZKEaZocP36cRCLBTTfdRH5+Pp2dnQs2QxoWbsZ1NhxMFxSyx5JMJnnDG94w7WzqbPCcGEITdponmp4DySWip3A9mxLDoD/Zz7ZwA93pdkp9ZRhSgM70IAPWIMVuhOJIFY3xC6TcDCV6lAKtAMezKFTzSTomrakuivUoLi6G5KfCChDw+7mQ7kaTVfrMQUzXYntoCy4uI1YMx3PoSF8g7qTYHCgGStClBLqj0JvpJ6l0U6RvpUi36LcUFBQsMpxInOG6gM6O4Bagl6SbAKJ0ZToJKnVs9BUy6Oh0pvoo8xXQnRlEkzR2BrdiexZ91hAeHsP2CEknzZbAJpBcHM/Bw6U1fZ60m6bWV03KSVKoFVBlVDDqjNCT6aHOv4FOuQ0/fqSYy8ujL2J6FtV6NVE9Sq2/nmrfhsuGuqf6Pl+66k22JVBLSwupVIpwODxpiHslXvPoeR6JRGLGWf2rgd/vF+FxsV3NMDYs3wf2YlXzFuu4RPVxcYjAuL6MjIzw0ksvEY1G2bdvX66aoyhK7trHhbCQK8MAU+5raKSP146dJhwOs3fv3hmHyCfuJ+kM0Z0+zY96XyYgudRHSrE9G0NJ43gWuyN52J5Jnb8aSVI4HT+FLhnsjmyjrbePU4mz5GsRtvnq6M/EOBVvoUCLoEgKeBI7g5txJYdBcxhD0uhSenCSLpuDtSSdJBt8lWiSQnOylYxnUuevYciMUabnoUnVJJxG2jPNbA/CiBMnouZRrpcwYIcZNk+T9BKkSeK4KXaGrqNAPcGLsQ6i6hh5qo8uJcFWXwkJt5y2zDEGLB+bgrUk7BHqAuWo6LSk2ki6KTYFahmyBik3igjIfobsYXoyfTQEajmfuoBf8bMrtA3TzeB6OhoyZ1OnAI/NwY2k3CTFlOBDoyN9nqQbpyHQwKvxIxRqJZxPnSPpxtElg02BrZT7qqj11eO7wiQcVVUpKiqiqKgIGF/1JjvE/dprr+XeD93d3RQXFxMIBJasUbnjODOu/b0Whq1BtOpZMqIKOdlaPa61QHxf1i+/38+mTZuorKy8rF3PSq48XrqvCxcu8GrbP7Oj+lbq6uqQJIm0k5o2lEiSRF/oBH93/rts87+EJME2n59bqhP8Ymw7yIUYcgMBVUGXbSQg46ZJOhl2heuxPI9Bc5BR3wDXBDYjSX5eHj2DB+wMbcQDxuwEkgdNyQ6SbpqtwRo60p2E3RA1+RUknARJK0VY9XM62YSGxs7QNjKuiSLJSNicTrRQqMfZEbwJVWqmWI+i42fA6qM57bIvHCFhSpTpxeQpfTQlLqDoPZT56jHIoHsyQdeH6Q1zMnmSWp9GgV6FLLn4ZQU8l9Op0xiSzo5QA47nEFXz8ck6p5KnkZHYEqwn5aTY6K/FUDTOp1pJu2nqAzW0ppop1Usp1KJk3BRpO43mKbRLnWieRr2/HsdzqDSq0WSVxtRrqGhUGNW8PPYrwskIv5IN0m6Kal8tmwLbqPHXT7t0YpbP56O8vJzy8nI8z2NkZIRXX32VoaEhzp8/n1v1JnvNpK7rV/3em856uOYRRHhcUlcTIGHpP9QXu5q30AFSVB/nR4RFIcvn81FVVXXZ7QvZ2Hsh95dtLZStNE1sw1O41aW+op7+dDPFvgbuffnv2BCRuD66id8ufWtuH67r8N3ORymp+yd60/lkM3PK1ZGlOEguF0yTEvVFIE1E34BHjIgaJuAL4LpjJNwCQqoPMx7EJc3ZxHnqAiXka0W0JXrpt0bYHKihPd1NoZbPFl8NGTdNsVKAZ5m8Fj9NvhomrBsMWgNsC2xElVVakuPXDdYGNpCwW9kYqCOoaJxNnCdf6yeilnE22cquoI9rgtuBX5O0koQUH0N2HxkvQLlRQIclE0BDcj0G1D4CziC7Qm9E5QJjrgueR9wZYMTpYUewAQmZtJcmaaeRJWhPtlJllBNRQ9ieg+PZZLwUzYlz+GU/df5qwKPeX48qSZxJniIgB8hXI4zYw1RIVeQFwozaQyTsJAHVR3+mhwK1kKhWAJ6HjULGTdCWbsSQfChIdGbOYw5YlBll5GuFbA7soMpXO2OfSUmScq1wdu/ejed5uZZA7e3tnDp1ilAolBviXuhVb2YKj67rrvprHrOXiIjwuMTmGyBh+YeyF8NCH5MIkJdbS+8XYXms1GHrifua2IZnz94b+dfh5+hO9nAm8TxvNf6Us7FWfKEuDp5v4W9bfsLNhfn8p8o/4gddX8RyhijSwJNe/92cdLPVqfHbXA8SnkFLpoewnCKsWPRbzdT6txDgOAVqNbJqktIKIFBMHn1Uyr9kW8hCUyxOpV1svYqg5uPY2BkiSoCIotOnDdIQqMb1MvgVHwVShGF7lK5UH2V6CX6lCAUJvyxjex49Zg8Zr4gyo5ik41BjVBFQm3gxdoprAjHyjM30mD1cH4yyVdmI7f2KEXMEQ08x7A5QyAY2+AoZsDNYXhIVj/NmMyWqQbV/M2nXZMgaIl/Lo98bJCAFuTa8Bcuz6c30YcgGJknG7Axbg5tQJImYHcN0LDxshu0hSvUygrIfRZKxPZukF6Mn2U5UjeJTNTRJZaNvGx42HakWgkoYWZJJ2QnqfJtRJY0hq5+EEydfK+B4/DeUaZV0ptuIOWNEtSJ2BK+lIbCFiJp32Xsi+97KVqazQRHGr4MdGhpieHiY06dPY1nWpJZAoVDoqoa4ZwqPyWQSz/NW9TWP2XMqwuMqtBaHfBcyRK6lALnWvs/C6rRSK48w/mE2ODhIc3Nzrg2P6cUYNF/jn3vupj2+k7ax7+B6EjIelucQs1Uax1r5UstD1AUHGDXLL+5NIu2q+GR7Qnj0Lv5XAjw8JCJKBkXqRfVgMHUU25MIyXEK80cpkE6zPdxHeyafbYF+XhgroCHQxbWhFr418DaOxsNU+8oIKgqe61FtyughGcuR0WWHc8lz+CSda0LjQ7wp18Z0HDw5xag9SLURpVhrYMD8NSO2Tb5WwZA5RIV+PQVqHNPWKVDzsLzzNCZPsS9k40gpXC9DlVJOLzoZN47lJFHkMQbs82wPbkRhjFF7mLidIKqFGbY7qfGV4ZMD9JrdDFhDNPg3MmgNUKRF8Uk+Bp1B+s0+Ko0qLC9FWA1Tqm/DdNNcSLdToBUyJo1hY9Hg24osQ9IZw3Ydup0OEk6cYq0UQ/ahyzpBJcKQ1c+oM0xEySNPG287VGnU4uLSmDyBgooh6bw0+jOOjB6mQC2hQC9kW/AaqoyaXCV6uskyuq5TVlZGWVkZnuflVr0ZHh7m/PnzyLI8aYh7rqsozTTbOpFIAIhha2Fu5ltxnMparELCwgXj7D5WW4hca99PYXWZruKy0Nc8yrK8IPvLrlRz9uxZdu7cmWvDY1kpABTZI+31M+D+kN1lQVK2hi6ZyJ7CaMZPlW+YjKsyZI4HxLSrkXL08fDoXJwsxMUK6RSnxifblGnDJG2DLb4LAGhuhKBiEVJMYLxiOb5vlR3hE9j8DmlP4nyqkwZfJW2+HkKZAIWaj95MGxsDW5HoR5YsHC+Jgs6A28cGTSEkl5JwjtGcOsMmv06ZXoAk+chXQiRMmxF7iFFrDNMbJapk2OTfhib/ihK9jHxFoi/TSb8aoFbRaU73UKPqbPRvIuHGGTQ7iOoNJJwUMgGqjSosz+Zc8gQBOUSDvwawKVTzUSX94sQY2BrYiulaFGlFyEi0pM5hexYbjBpsHPK9KIqk0pVpJ+UlKdXLSbpJImoB5fr4LO0L6XaKtSLSbhLbs2jwb0FCZsDqI+UkUCSVYXuQCr2KoJrHmD3KgNlLha+ak/FfU2JU0JluY8xOUumrYqO8FeTpVwzKmmrVm1gsxtDQEF1dXTQ2NuL3+3NVyfz8/Bknw8DMze+TySSapi3oMozLRYTHBWSHHWT/wv2CnY3FrkIuRxVvPVUhRVgUVgNFUchkMgu6v6sNj6Zp8tprr+E4Dtu3b5/Uv9H20rm/y9J4iHBcmZBhsVEfoj8dIOOomK5C0tJIuuOVohdHaigpGiVKkrR7MTxefLzE62Ek+3fpYqL0JlyDF5DHh/d1afz/2UdlXBVVcik3fs2h4e1sC9bSk+klnIlSlhcG2aNAi+Ah43kpfLLCkNmM5wXYFtiO6Z3hVPwslb4Mu0M3INFIW7ofVZIIymm6MoNs8kdIEUHCoEDr56V4M0FpGFmC7kwbMgqldjl4HVQaGwkonZxKvoYiaVQZ+STcOCV6MT4lwPnUOUwvw8bAJhzPQQKSdgoLh36rmXK9nKhWQMweoyfTQ42/jpZUE4VaESVaKWPOGH2ZHvK9KAP0o3gKm/07cLCxXBvHs2m/2Oqn0qhGkzSCagTLydBjdpJw4uSpUQwlhF8OEFLyyLgpziVPoksGZUYlHh6VRg2KrHMmeXL8/CsBfm79K8MFowz1DlAf2Mi24HYM+cqBTZZl8vPzyc/Pp76+Hsuyci2Bzp07RzqdJhKJTGoJdGlQnGnYOh6PL+nM78UkwuMaIKqQM5u4j+UOkmvteySsPVOttrLQ1zwqinJV1zzGYjFeffVVwuEwgUAAn8/HSPIb5Ac+AIDtvR50c+HRk+FiFVGXHYKaheWpdFhF6IpDXyaE5aokHIMTiQqS7njYUKTLX2d2CNvxxu/Lni7LVdDU8du0XHgcv9P0xgNFhTHC7lCIzswgSSdFSDHothqp8m1izO4h5kC5HqM1fYxKI4hKAIc4aWeU7aHrkTlHj9mH5A1QpjcQdzWCssFGXy1Jp42zyRY2+0sZsYdJOfkUaVFGMy5legXYHmeVQVJOjLQ3imVdoEDbRESNIDOMjobtxWlNN+OTA9QZW7E9h7gTI6hEGXH6CCkRtgW2YXk2Z5PjbYqq/JVYXpo6Xx2qpHEqeQKAev8mhhPDlMrlGLpBU6oJ27Mo1ytIuxlK9Spk5NxQdaFWRNpNY8gB6n0bsHFov/hadFknZo9S6avHL/npt7qJ26OUGhtoS52jXK8kTymk2+xk2B4in0IaE6foznTys6HDFGjFbAttY2do56yCJIyvelNcXExxcTEAqVSKoaEhhoaG6OjoAMg1KS8oKCAQCFwxPK7myTITifC4hqzFELkYE2qme46Ftpa+D8L6tpJa9Vy4cIHTp09TX19PfX09R44cwXZ7iMUfIeJ7FwPJbxC3ey5u7ebCo+u9Xu1R5GwglMYri4rMi/EG/LpNnxXCcRVSrorjSdjeVEFgfJ+y9Pp+AFLu679LfLIzaVvbe71CpXKMAauBjb4qepL91Og+4rZDvuojpFYjeaM0GJuw6cD24vjlAkzZRZXi2F6akKzhV/JxPJe4NT4jvCXTxvWay87gdjxvlLASZkuggVH7DO3pNqJBl35vAMcrw1AMNCdEgVpK3IvQnWmjWFNIehlMJ0G9bwuypDJo9ZBwEhRplYza/WzwV6Ogcz7VhOllqDKq0WQ/jucwYo0Q1qK0pFooVIsoMcoYsoYZlAappIrWdCsRNUK5UUnSSdCX7kOVNEbtGBk3Q71/K4okMWoPYboZus1uYs4o+WoB+WohkuQheTJpJ0W71YqKSqXRgCRBiVaOLvk5lXwNgDptE2NmDElSSNhJYm6MfqufUXuYX4+8jIzG9Xm72RXegS7Pvm2P3++nsrKSyspKPM/LrXrT19fHuXPnMAwj18Dc7/df1lt0rbTpAVj69uvColvu6tpiWMxjksLWovwRVrYvf/nL1NbW4vP52LNnDy+99NKM23//+99n69at+Hw+rrnmGv75n/950v2e5/HAAw9QXl6O3+/n1ltv5dy5c4t5CEtmoSfMzGe2teM4nDhxgsbGRq6//noaGhqQJAlZlkk7pwGbjH2aodS/MJL+Oa7tUSDFKdZjqK6JLL1eOc3GSMcd/5vrAZKErrh0WwW02cWkPY1R28e5VMmkx0wk5SbTjP/f8sbrMY4HxsXh6+zjbF4PoZKssTNYS0umA0uycIhzIdONKts0p87iYtFjNjJqD6FK0GM2oskKYdUHWDjSAIbsYXsp8tUIjmeyMVBDnhrkZOI0zalWZEnmZKIJBZ16/2ZkNKIUk+fmkbJjpJw4Y84gbekmirQKZAkKtAqKtUr6zS5aUq+NL62oFqLJMmEljOPatKRPoMke24I70GSdC5k24s4YuqIDLg3+BvK1KCcTJ+k2uyhzxi8nqPZVkydHOZM4S0uqjSK9HE3yU6ZXUKaV02P20Jg8S9IxMeQQ+VoJG/QGNMlPS6qZjlQnkqRjuh61xhZqfFs4n2qhJdWEJvvoNjup8dWxLXANnVY7A3ovftkg46Uo00sp1ooYMIc4lTxBe6aFl0Z/zRPnv8LXOr7N8bFTWO7cfmdLkkQkEqG2tpbrr7+eN73pTWzevHl8/fDOTn7+85/z61//mubmZoaHh3MdARZq2Hqhf3/NlQiPa9RaDZBr8biEpffd736XAwcO8OCDD/LKK69w7bXXsn//fvr6+qbc/oUXXuC9730vH/rQh3j11Ve54447uOOOOzhx4kRum89//vN86Utf4uDBg7z44osEg0H2799POp2ecp8r1VQfbMs92zqVSvHiiy8yNjbGvn37KCwszN0nyzLHMkOcsN5Ny+CHuZDqRpX62OjvI19LszvUQZGa4E2FrWw0ujG8FNLFiqF18VpHy3n9o9CTQJbAxuAnYzsxXR0ZB2tC5TAbGuXcFY3j58y8WHmMOzrKxdOYe64Jj7dcmQvmSSr0BPWhbiJKnO1BCTyHCm07iqQR0crJU0twcIiq1Xg4tKWPARmqjXJkCRJOPyHVQZMkTNckZo8QVkNsDWwEXArUAkKKzplkIwNWH7Zk0qMM4JP9qLKfgJxHnbGdtJsmZg/ieDZ9VgcpN06DfychOR/byxC3R0h5YwzZXdT5NrHBt4nm1BkuZM5R7asmpIQIKSHSToqYPUZLqolKvYLtwZ3E5BE63QtIqFwwu6gwKtgS2ErCSXE+3caQNcKQnUCTgjT4tlGoldCd6aEr3cWom6LbHKBCr6XWvwnTtRiyhki5FqeTjahSgM3+a/CQkDwZGY2TiZOYnkOpuQFJGq8qppz0xRZHCbYENlFhVHImcY7z6TYSboJ/Gfgpj58/yNOdz3J8rBHHm/t7XVVVotEoADfccAO33HILVVVVpNNpTp48yX333cdDDz3EyMgIJ0+evOzSkLlYjN9fcyXC4wKSQiurArVWg9ZaPS5h6XzhC1/gIx/5CB/4wAfYvn07Bw8eJBAI8NRTT025/Re/+EVuu+02Pv7xj7Nt2zYefvhhrr/+ep588klgvOr4xBNP8KlPfYrbb7+dXbt28e1vf5uuri6effbZJTyyxbEYfR5nGx77+/t54YUXyM/PZ8+ePfj9k1eJkWWZAecCryXa+FH8jbnh4QHz9eHBlDf+OyOiZgioDtXGCCElRVgdPyZ5QlXQkMcDgE/WMD0Nn2oRVZJAFOWSUCHl/j/+N8sbDytx5/XfUdmA6UwIj64nEVZNJMUk7ml4koMsX8D2LFxcEk6SuDXGkDXEmD2GJ8lYboZibROGbJBwh4nbvWzwFRNS/GS8BGlviKgaolKvoDF5jpgVI1+LknCTVOh1lOllKJ5GyAmDZNOZ6cDyMrSlW+g1B4mqpTgeFKhlbPBtoSV1itZMI4YcxMMlqhRQqpcTs0c5lzqOLils9u/E9Ry6zQvYno3pZQgoPmp9daiyxqnECZJSklplvPF4RI3gedCUbGXIGqXet4lCrRRdMkjaKfqtQc4mWwkqhVQa9fjkAAYGDi4nE6foN0ep9m1GkQwq9GoqjEpOJU/RkjpPiVFN3ElR799ElVxLp9pJc6qJgBLGxqHCqKRYK6En08eZ5CmCisr24CZM16Qj3YEiwYnESZ7vP8TjLV/lma5/pjHROqeQl31PK4qCYRiUl5ezY8cObrnlFt73vvdRW1vL2NgYN910Ew0NDfP+B9lC//6aD3HN4xKYbYAUoWj21mKvS+HqxGKxSV8bhjFlSwzTNHn55Ze5//77c7fJssytt97KkSNHptz3kSNHOHDgwKTb9u/fnwuGra2t9PT0cOutt+buz8vLY8+ePRw5coQ777xzvoe1IizGNY9XGrb2PI/m5mZaW1vZvn07lZWVU24nyRJD7nibHBsf/3fkOt4aOTPpGkf1YtsW25VQJRdJAr9sYckGkuNQ7jMZsWVsVPxKmDEnQYFexIDZDkAaP66XIuSpqBeHv1XPRpY9kraRq0SGLubDlPP6R6tysfG45cqvl2skBxdQPBdPki9OvwFdthmyjhNRPYKKR9xzCas+es3zFGqQcYfwSKCQJKRE8MjQYzZRa6hU6mVk3JM0Js9QY+RTqMfpSmaQPAdFkrmQ7sJDwyUf23WpNrahS6co0ivQUInZxxh0EpRphbSkG/HLQSrVKiTJwXTTmHKGQWsAJGjwbwVPoTl9Bsd1qPVvwXItCrQoacck6cZIOAnqfLWkYjbtdGDZFrW+BkatOBt8NbieTWemh4STJKyEydMK8Mk6PsmP63mcSpxFRqbGX43t2dQZG9FkjTPJRgA2BhpoSXVQadQRVkN0ZtoZc0ap8zXQ7Jwn4AWpD9aRcOMMZQbxNIjZcWRJZrN/M5Ikcy7ZjOM61AcayLgmUS2C5ZgMWKP0W/20p9sJynlE9Xz25V9LbeD1Gf1Tyf6MXDoDW5IkrrnmGt785jeTn5/P//pf/4tTp07Na2Wbxfj9NR8iPK4g8wlDa3GSzGyJALn6eXENz7m6fzR5qfFf2NXV1ZNuf/DBB3nooYcu235gYADHcSgtLZ10e2lpKWfOnJnyOXp6eqbcvqenJ3d/9rbptlktVsKwtWVZHD9+nEQiwRve8IYZV+RIKkOYjF8aYCj5aEqMX8Q3s9XoooJRHBcCyvjs65jjzy0/mHb18ebeikVYjSFLBn1WHkGlCQihSRM/HlVcbFSlhrTbTsYNEFaHAHBR8V8MlAUXnyfjvf5Y9eKw9fg1j96E2yRCSoYxd3IltdQYIWPlkfBAlQux3BiKtx1FOobrVaNJA6hSAUm7E0WyKNbqUOhm0OomrJvjq8E4QwxZw3Sl+7g+4CeTcag3irEtmU4SILkMW4NI3iAJp5gxJ06JblDnu5aU00mBWk5ADtCaOYsieVQZG8m4ScqMalzPpTtzgaQbJ6zkU+SrJOWk6DYvUGHUMeYMUKyXkq8WkHAydGvdqJ7KtuBOEk6KmB3DJ/vosfrxy362BKqxcWhKtKDLGoVaEUPWKLW+egKKj5ZkC2kvTYO/gROJcxRohVQZFcTsEVzPRZU0XouP95zcFtiB7VmUSKW4rsPpxBkcHCr1SlRZpdwIk3JS9Fl9jNgjhOQQ5f7xfpbD5jClvjLarHbK9DKCSohRO82pxFEK1Xy60r14yNT5q7glei3lvkIulW0QPt01jYlEgmAwiM/n4/rrr5/2PT2Txfj9NR8iPK5ySxGeVmvDbWF96ejoIBKJ5L5eC414V4rFaNUzXXic2IZn7969l81YvdSA2pb7u3dxaFiS4MX4RkZtP5sDPajKeGhLunpurDl7vaPtKZyOl1PhG8GQTXxyDIkAEv1E1CRjdgDLtcbXTFbzGUp3M+jUkXGh1hhC8WyiagrXgwI1c3Gfr1eetIsTZxxPer0/pDQehif2jsydG8kjjUXGi+OzfJhSmmFzlDzNpCnVyvagS1PqPBWaD0MJ4aFheylKjDwCsk5bepCY1cpN4SBbQw043kk60z1s0Cy6nBgZtwK/7CcgF5GvRLE9gwFrCF1SaU6dRZUSlOhb6Mx0E5bLKTeKGLZ7GbJ7qZTq6LUujFcljR1kXIuW1CkUVDb4GnA8l0KtENuxGbSH8PAot4sJ+PI4nTiNi8dG/0ZMz6LKqCBlp+lI9xBzxihUo5QYRaSdDK7n4uJxPH4GGZntoe2YrkmxVkS+lsfx+HhPx02BBpJuhnr/RhQkGpNncXEpk0sZYZRyo4qg7GfUHqEz3UmRWkTGy6DJ2nj1EZmm1PjQdLW/ioQTY6O/BklSOJdswvYcdoTqUSWDrnQvfeYILjbnEm28IX8Xv1V0w6Tv3UxteuD18LgWiPAozNpKbLgtqo+zN933bq2cv0gkMik8TqeoqAhFUejt7Z10e29vL2VlZVM+pqysbMbts//v7e2lvLx80ja7d++ey2GsSKqq4nnejMu+zcV0s60vbcMzVQUnZvXjAXnaeO+9Lvn0+B2eTK/ZD4DrjvdiPJ2uojOTz5sKmlFlF8tT0KTJ1yC6nkfKNWhNFrPR3wNIRJQUmhRElzyiWoKQupmudBu258NzJVRVp9vOR1GvZbP8r+QpGRK2kQupE4/Ml511Lb0eFFUpAGQYcwIgcVmE1GWLtGNgKxa65JHv6kiSR9QJY3vdQBCfYjBi95N2ocGn4rkeLiaGZFHvq0byTnIm0Uhd1GGDfwOK1Ei+FCbp5ZFwTtGWvEA0bNKS7CFPK0eikzK9AdfrYtQaIu2m8MlhGpMncT2PhsB2HM+mRNuA57m0p5vJeGmK9XJCSpSknaDH7KLat5Eeu4tyXzmuK9Fp9tFt9xNWwlT5ahixY3Smu6jyVTHixCjSCymTSki5aU4nzqGiUO2rxnJdGvz1GJLKifh4RW2Tv4Gu9AB1vgYCsk5ruo2km6TOV0NTuoOQEqbGV0ksNYKCgu06tGTOk/FMany1aJKKi0PKSdJv9TNsDxOSQ5QZZePfA9fFkx2aUk0ElSC1vlqSToa2VBu6rLMtVEGRFuS24rdS6SvlUjOtLgPj4THbM3K+FuP311y5rismzAhzsxKDhpiFfbnsOZn4Zy7bzuXxq42u69xwww0cOnQod5vruhw6dIi9e/dO+Zi9e/dO2h7gxz/+cW77uro6ysrKJm0Ti8V48cUXp93nSjXdsDWwYEPXl1YeJ7bhue6663JteC7VnT7D33X8Gc/1PMqhvm/wk75n6DJVdGsjRfpmks742sHOhOsd2zOF/GhgOwlHv9jcG2wX3It/z4VIZFqTRfSlSykzYtheHElyUSSXAXPg4v2ttKYLaEtL+KV8etKd/CTewJlkBUn39TWQJ36w+mXz4t9evz8bLiNKGZY1dQ2nQE8geRE0ScPUSpGQ8CnVSJ6Gf6yeZNpFcwOE3CJsN0N7qgVVUlFlBZskphdnR6gBv6wykBlkxBpfaabXSxCUA2wMbAbPwycZ6DLEnVH6MgOM2mP0WQkqja04nkyFvokyrZ7zqbO0pZuwPY8es4d8tYR6/w5kFFpSpxmxB6jy1QIuUa0AXImOTAfIFhu1Oip8lZxKnKIzc4HNwU1okkaxVoDlWvRk+riQ7qLGV82W4GbG7ATt6U48JE4kxlet2RncQdo1SdhJAE4kGkk4abYFtqJKGpVGBVEln7PJc3S43fgIYHo2lb5qNvs2kXASNKVaGLPjJN0ksiSzJbCFKl8lPZluutKd+DSFAbubTf4a6v0b6DG7aE03UeMvplgP88b8m/hg1b+fMjhm38dXqjxebZ/Hxfj9NVeu64rK40KazfVbKzF8zdVKHcZe71XIxf5+zBhAU0u7LOfVOnDgAHfffTc33ngjN998M0888QSJRIIPfGB8hZK77rqLyspKHnnkEQD+4i/+gre85S38zd/8De94xzt45pln+M1vfsP//J//ExgPXB/96Ef57Gc/y6ZNm6irq+PTn/40FRUV3HHHHct1mAtmYni80jDybEycbZ1KpXj11VeRJIl9+/ZdNps6y/Fsftz3t9ieSb/ZTMb1k3JTlPtcUk4GVSqjXK+iM9WFIpUAY+MVSE9iwArzj707qQsMUxkYJen4IBckX496o5afl4YL2BJyqQqOhz7bU0m742tl56tVdGd6GDBtAu5WFLsNyxjgl+nrKJJGqVSPE1FNtIuTZDKOhH6xIbmLgUzq4j4vnlfJIG75YYoukj4lw8mYwzW6w7HRTsr8HkdTHezzOySD4GKS7/k5lxllr6GQl9qAFeigL9NGja8Yv2xgWiYZN0FUD5KvhzGt8ZnhsuRwdKyR60NpCvVS0p5KWMnDkCsYtvvJUwroNXuI23FUSaU7M0CBXkClUYnpJVElHQ+P9lQzppeh2qhHl3yM2iMMWgNU+Gros7qo8VcRG03Q4/SQspOU6IUUaaWMWHE6M93U+GsYMkcoMYoo9YoZs5O0phrRUNkUqMPDo9ZfhU8yOB4frzBvCdSTcjNsDNQjI9OYaMLGocZXRa/dR5FegpFRSZNh2BpGlRRG7CHSboYGfx2yBB5hTMek1+xizImRr0YJKwF0ycCvlyJJMmeSJ1BR2R6sI6Tk8bait1NmTB0ac+/RK4THZDK5IMPWC/37a65UVRXhcanN9gN+NYSglRgi13uAFGbnPe95D/39/TzwwAP09PSwe/dunn/++dxF5e3t7ZOGn/bt28fTTz/Npz71KT75yU+yadMmnn32WXbu3Jnb5t577yWRSPDHf/zHjIyM8MY3vpHnn38en8932fOvNpIkLeh1j9nZ1v39/Rw/fpyysjK2bds245DfkaFfknYrkegjqtXTmmoGwOcVYnpBUu4YptdJRaAMzwMnBSN2INdnMe3qvDxSzYjtp8hI5PabcfOAbNjTcXE5PVZGvpaHT/sNCnlwcUKOLAVyj+uMxRhQNG7y34jldXLasnh84Druzu+nQBufiDDq6KCMB0ZF0nLD05aX7ROpMmK9fm2ux/gSitkh7gr/aK7nYPb6SE1SGDR7qfZJoJi4koEqy3TqXVTjkG+WkrTiWHlphjI9BPwaAcXPmB3D82QibECSHDb6a8nXBjkXayfp+inRbY7HmyjVIagUockyKkMokobpeOiSTsvF9a7L9AoynkeZUQueO74SjTtGUI5QZlSgIJOvRJE9mUG9B5/kZ7t/KxnP4WyqEcmT2RSsx/FcirQojuvSa/ZheiabA7UYskFXppcRK0adfwNNqfNU+yqIqnn0W4P0ZPpp8NdwLtWKIRtsDdRgeyZRNYrqKVygExuHDUYltmdRaVSiSSqj9jC9Vi+VRjkxZwgZiW2BrXg4pNwUaSdFyhsj5oxSZZQTUgJs8NXxu4VvR5Wv/Dl3pfAYj8cXZIWZxfj9NVv/+3//bzo7O0V4XKlmCmQrLRyttGsh1/MMdGH27rnnHu65554p7zt8+PBlt7373e/m3e9+97T7kySJv/zLv+Qv//IvF+olLovpZoou5IxrWZYxTZOjR4/O2IYny3RN/l/fPxGzRynUNuJT8oDxNjqOG2GQXgZTsCV4I8PWBWJOBxtDtXQo/RS6PvrSLmOZKGDTHC+mXN/DmH0EQ7WxPRVw0D09N5StSAr/0pPh5sKdFPsHyIbHhDM+IcZzYUw18TxoSSQJKxtw5VESbh6P9RZyvS/Efy49x4CtUXgxS3gTZm+bTnbgWmHE9oGng2SSr5Yw5vTgXRx2VyUXx9PZEqgDTlGgFgGt5Kkh8lUP2xslIAXxGA/1PtlgxOjBJ1nokoLf8eO6Jq2JJvYGdRxJwsXFctPYwIgVo0CtoE6rB36Ojk5YdWlJtaOiEFJUesxRNKJoUj4lehS8DEN2H0k3gauWkHJjuJ5LvW87AD2ZTmzPJqoX0W91UGwVkhcspCXdjOmalOvlBJQwpmvSlemj0qiiPdVBuVGGT/IzaI/QlGohKAeoC1SiSFBtlKPLr1cftwcbSLtpNgVqUCWZM8mz2J5Dvb+GHrObCPnkS2FkGWJmDJ+s05E5j+3ZbPTX43gZKo3Ki1XJfgasPjYYNYy4vfhkPzuC25Alj2tDe7k2ctOs39fZ2dbTSSaTM3YOmIuF/v01W+FwmOeee06Ex9VoJU58WKlVSFg/IXIlfg+EtWOhwqNlWTQ2NuI4Dvv27ZvVJKd/HfgxMXsUAL9SwAvD7WwL3UCemqYx2QpAoVbGq6MXw0XoekbsbpAy+BWPQt1Hnt6PTD4XEja/HGjGdqvYVxzC9DoACLlRYAwACQUPeHFQ4pq8YvJ8SZAcupP9IEFUK2TYGq8oRrUox0c78CulbFYMbK2Hl9Kl6CNvIM/+f7zR6Lu4z9fXo8l42fAoj19z6W4C5WSu2XhACQHjrYA0OUN/KkV9HiQyATKOS1c8Q0gxcfEIylFsz8NzqrDdDgqVeqKagyS/xLAyjKpApVGELA2R8FJ4romBhGvaGEGNiGrwylgj14VTVPrqyLivUevbQVDWaE2fQkYGSaY5dZ6AHMCvaMQdjxrfVgxZRnEUbC9Dj9lJ3BkjrORRpJWiSRphOY8UJi1WI5qksyO0nbSboTPdiSbrlBr5uKSo8Vcgo3M2eQ4Pj+3BjUjIjNpxRq0x8vUIzakLVBulFOj5xOwxejP91AQqaUyeRZc0dgS3kvEylOul2GmTNs7jpTw2BeoYsHqoNMrIU8OknSQJN4VP1mlJn8bDY0twE0lnhEqjAr/ix8PmtqI7KdZfn/w2G7OZMBMIBKa9fzXYv38/hYWFIjyuJZeGhuUITSutCgmTz8t6CJIiRAqLYSHCY7YNT/YDdDbBsSc9wEtDLYSUKBknQU9mPESeHmunzKghz9lMTGpBIoTHMAAjlsv5pE2RtpECQyHmtCAD9YFCMl4zxXox50bTDFkeqltC0h0l474+59lyLvZk9ODksEpt4EZKgsfJSOPXQUa0QmC8MXm2SphyHDpcmaBURUbq4V+H+sk4u8j376Je+8fcZY2uJ+PweuURYMQsIaCfxlPHX0OZUUSfOYQEqLJLSB9fRs6nDYEEtWGFjGsSUGDUuYCMR4U/jemajNkxRu0BwsEMNb4GJI4S1oNoikTE1QmpGors0msPsMH1GEkNsUHaQEju4ehYKxv8aRRZ4uWxswQUhwbfdlqTA9QENqLgcTreSr6hMOaM0JoeICiHCCp+gkoeRVoVtpfmQqYVn+QnT4uSUeLUaLUEtBBNyUYsTKqNOmzPQZd8jNkJbMmlM9NMqV5MsV56cUZ2N6V6CUFVQ5MktgbrAIlTifHWQLX+SsbsUTb56/ErBt2ZboasITYHG2iWL+DHR0OwDtszKVKLCCgG55InAY+GQB2d6bOUacUU6vk4WAQVPz5Zwyfr/Lvi96PLc7/cZKZha8/zSCQSC1Z5XE433nijCI9r2XKFppUcXtZTNXLiMa7E74WwulztNY8T2/BUVlZy+PDhK7b+sVybL7V8h6ZEO5qkcl3edZxPtQBQH9jIibHxHo9VXj2OFkBFo9Qo51xi/PakY9MdGyVP2YDpxjgXb0WSwMMjqKcxPZtiw6A745JReyhwJWxXw/ZMNFXCkEJ0xi0a40MkrDI25pcz7J3EzE6y8SQ6U+OBtdSI0p0ZYSADeWohm8PFnIo185ORWjpTb+fWQpukm6HCGMsdn3txpvf5pE3UzqPCmNy+qD5QyrDTSmVoPDCnvfFqpCLHsT2XfE0n7cWRJUg6F0D3yNd0YnYGn6xyPt3ITr+JJNkk3EECkkG+LKPJUODX8esqPgvGMpD2UuiOjh+dZDpBUPYTVBROJppI2zIbiPJavIWkmceOSBkeFmVqAFW26TI78dk+wlqQQaufIrWUqFaI7aXxABObtuQJFFS2BHZiuuOTWcIqJN0RdNlge3AjoHE2eRrbc9gS2kzazRCS/NiuS6/ZzZgzRplRTEQJIyFjSDoeNqcSTWiSxuZgDaaXpMIrI6j6GLb6iNljVPhKaEqfxK8EqDRKcDGp82/Cp0DcHsVxXSTJoj74Jt6Q/455v8eXYrb1SuA4jgiPC0kKWUiBuS03tFQf6ssRJFdiFTJLVCMFYWrTXfM43yUKHcfh9OnT9Pb2ct1111FUVJQLoTOFR9dz+XbHPzN2cXi4IVDDC0NnUCWF6/KuZdROgCeRr4TpsWOcHx2gxChDJkqRbjNmxbA9D9OzGLJH8DyDBn8DbcluZNUAycX2bCwskC3C5DFGmkK/TsyKoUo+XKmfLYaH7RjoCozYOjE7gCF3kqdZjM976aRYBb9iUQk4ro+IL4kmD5CnZ6gOZBi1ZToy1STcfPqtC9huAJcUPe45NkY8PK8fW9IYs036zRCOm8FFZtixiV9clztpqYRUD01SkbEJSgEkL0lEkVGRyVclVM+PZWmE1RC4Y2jWFlRO0JuMEg2UoHgmIyQBizq/gS45FPokUlKagKJSH6wiJXXSZvVSZOeT8o9R5lXRLyfoNwfxkAirYU4lzmI5MtvDVbSmeijXqyk08kg5MQJSClXWOJc6g4JK0A5huQ61vk3o6DQmToLkUefbyJgTo9wox/E8ejM9xJwYeUqEEr0c27NJOGMUaFE6zFYCSoBr/FvHV4OxRsbPvWQxYI7Q4K/CJ/twcJBccEnR7l0g7IYpNUKk3WG2+DehyR6WZyF7Ho43RFuqgzKjBo8xfrfwQ9T6r5nz+3vSe9Z1UdXpY9VCzbZeCUR4XGZzCS4L9cG/lMFprqFFjc0ufNuRhWsNs56CpAiRwnzNZ9h6ujY82cDoOM6UH7ae5/Fkyw/4Sf9vUCSJ3ZGt2J7N5kA1ftXgWKwZ13PZHt5IOpPEb2cIhYKkHItXR5soMwqo8FUjSzKFTgTLg9bUBdqSvUiezpCdRJPyqfEV0G2OX5MYkvyMyjHGbJs8LUzAMcjYKhgOMTmBjExdQKM1OUaxXs6WYDlJN0HMHCOi+enMdBCSDcIKJKQkpb4oAxmPmNNDQBsDRcFlgAQym4OltKTO45Ml/HIK+WJz8aaEhiT7SDpxTLeAsD4K+LFdCVtxKQsM0WP6kCSTlAOya5GxVBzdQ5JiZByJMyMDlIcylCkmPZk2PM/l3/r7KS13kKQkryZUbimUeDWW4E15Mj4Zqv1+VFx0NYYs6VwX2cCIbTJou3gSxOwUGdOhyC6h27a4JljHQFKmI3UeFxdd9nMifgYJqPNvIO2m2GBswZA1mtzTxOwR/Go9Z9KnCClhNvhqiTsxRq0R/HKAzkwXuqSzNbAFF2hPteN4NuW+Soatfur8tRiSn/Z0G3E3To2vhlFriIiST5leiuVl6Ey3E9LC2F6SuBKjSqkgYGjIkozshbCJ05fuokQvJ+ZcwPIy1Po3Aw7vLPoEBXO8vnEqjuOg6/q09yWTyTVReVQURYTH1WSqYHO1IWCphnEXOrRMFTIXIlCuh2FtERyF+ZjrsPXAwADHjh2bsg2PLMtIkjRtGH2q7Ue0JwfZGd5IQJEYsmKEFA1dc4jb/eyJVpJwYhTqJkkpjkWG4pCC7aW5Lr8cDwtJyuC5EkgSo/YoBVqAykAeZ2MD1IZKaY4PEtbjFPujNI2ZFEseCVtmU6iK8/ELGEBVtJCOTCc3hbcQt0cIqArX59UjS5BxkxToGgHFIGUluT5vE8Nj/SiKQVjV8CsWATVNsV5Cwh7AL4NPKiPuJBlzBlElh4gaJGYnSFkRIpqLrcaRJAnXBVWRiFsGYXW8oTVAxlHQLvaNlCVIY+CpcM4sQpFcfJLLlqJ+LNuHh0N5MAaSiyFb+BQJy3PRUfA8m4STQpIcejM9pDwflUaGjNROQPaIqqP4FR9pT0fXPHyOzo5AGSfjF4i5KqNjLifjDtVRmU36JgYTHhuCdfhkjab0+GowQX+IE4kzyJ7CFmMrLhYFajH5Wj6nEq8BUOfbhOlaVBk12K5FR6aNlJskpEQoVMuRJRnd0/E8jzOpE0hIbA9swfJMCvQCZE+mNX0G27OpNqoxvSR5apRwOoiqugxavRRoUfqsC9ieRa2vgZg93uA8qkbRFYO3RO8iqOTN50fiMjMNWycS4+2h1sI1jyAqjwsqGM6gXDKRKj62uD3eFiqUzTU0hcLpK24z1bFf6fXaEWfW1cdLTXzc1QbJtRQiRVgU5uJqh609z6O5uZnW1tYZ2/BMbBQ+0bNdv+T7nT+jUAsR0T1akqPsjFTSlDzLjnANKaeLhDtGQPW4kDlDrVbDsNSO7RYS1QtxvFFSTpKA7KfTOoWHR5VvFz4pg0M/Yb1/fIKE3okulRFRKwnrw4xJnURlP8l0M/m6R4EvjF9JY9h9dGcG2ODfStzpJaBE0PHRZ51l0MqwwbeFUbuHYSuJQT5INhmvB9crJk+PM2AdRyWPoKKRdjOo7hjFeiWm209U1TAtKA8U0GWdR5G88dVvXAlkDyRIuD5sV8b0FHTJRpNNxuf2SBfPNyQ9HZBISRqmq6J5ChecAiJ6GnCoCo7gSS4KHqWykesjabsZZMlHuZ7P+IKOLqabpNc8TaleDyTZEUrRkfTQlBjFhh/LNijK96HEbDbIQc6ZrQyMBrnW83Pa6aQsUMgGfwUpN0lYieBLapyVxwNlg38jvWY/Nb7N42tpJ5uxsSjTyxi2R8hT86jQN2B6Fq3pFhRUyo0KBq1+6vwNBCQfrekm0l6KOl8D5zPN5KsFlOnlWF6StO2C5zGodeK6Lht8dcScfgq0CvKVPGwvSUDJI6QESboD3Fb0KXzKwlUCZwqPyeT4yjhrofIIIjwuisUOjItpNqFpNsFxqu0mnpeZJnNMDH5XGyQXIkSulgApQqKwmGYzbG2ZQxx/rZVEIsGePXtmnE2dbRQ+0fGRNv65+wRbgg1oSgbbtdkRjjBijXJdZBMDVic1gVosdwBV0tke3EbGSuC3CggHgrSnjqJLfiJaBd2Z85QZW9HlAC3Jo4BHHuVAEEPJQ/L6UeQwZxNHASgw6+lx+0kao0ieSsJN0pnpoNzXQFjJpzn1KgBVvggnEifwyX7qAtcyal3A9kxU2aBHbsf1HPKlEpJOgLQTpUSzsZQkg3Yrsqdj4SPluLiugSwpoJoMO2cpUsOMWC6eZIICPsli1PKjKi6eJ2O5Cp4sM2Cq6JJFULGRJMCTX1+gxpVwULDxSFn5SMAvxjZSHoxhuQ54EgHfKBIeUS10cZaxRMaN4ZehQi+lxxxFkRRGrC5Srh9VNrG9FBbtbAxspifhUKSP72tI7qZMzceVCvAbSZTBfFTJ5TXnFK4DNXolg9IQVfpGAopOW7qFjJcmJEdozrShSioN/o3jjdC9YeJ2HNOzGbKGKFCLKNZLGbNHGLPjFOulnEyeREZmc/AaTDdDsV6GTzI4lzqJi0ulsYEBe4iAXUSRrwDHS2G7Foaq0poefw9s8G1h0OrnP5U/uKDBEa5cedR1fUFWaFoJRHhcQIkxA9lZvcFxoqsJTUWhOAAD8ck/mNOFydkGyaylvC5yJQZHERKFxSZJEp7nTbpNUf5/9t47TK6DvPf/nD59e+9N0kq2rG7LQGxiBzdApiUQejFxEpti30swMaH4AuHaEEpIDFxCCTgQXIgJiX84LiGAMFavu9L23nenz5z6+2N2xrur3dWutCut5Pk8jx7tnjlz2pyd+c5bvq9EMplc8DmhUIjjR39Nfk6czZvfeNYPybliNGzEeeDkY0zoYZpzc+mMDLI1t5xhfYxGTyERa4KS6ciiaVsEVOiMHyZHLMCUYvQmBihRG3FLPiLWJIalYyHRGj1CrlJKvlxCX6KPmBOiMzaOX1yH7UgoaJiWQj+jmLJBodKI6MgM6W0AOLj4fbCVcq2BAlWje9pX0nEc2mJ9hMwQde6NSI6MLaQmy0h46I53AWCzgaA+QIE2iUsqJW72M6T34OCjOzGOYHqo9tbQo58CEWTbwbbl1M+ihSJamI6E5DjTr4lA1HaTsCS8YhhVsknNqjGJk6q384k6YduFAwQtD4aj0GYpCPhBihI3ZcrUBJKQR5kaxC3p9CRFJKGDStcmOuMdqHIxSTtGWzRAhZZHVC9CkXuY1AvJV2JsLZ7gqrxqusI6vZaJpjlIVoC4u48KoYxkVCMiTBCX4oQjYbrllPVQk2cjNhYBOQcHm97EEGErjEf0UKyW42ASJYZXCnAimvLtXOduxnAMytRqVEHmZDTlz1iuVjBqTlGq1uMSFCatMSJWGB8Bes0uDFOnRC1jwohSoKzHK7lJ2kHeWPIRfPLKpKpnsph4jEQieL3eBSP7lxpZ8XiJs5pCYqEoZCTsOkMIpgXj2ZalGYv45hWTc/c13/mtZLPMQqxF0XihWU7U106cW4Q4y6WDLMuZuq25vGTDs4nG8v/CkUJAwaLbm5u2/n7nbymQi6j3FTOmT7Elt5aWSBtbc6s4ET1Js6+GvkQrAdlHQJboT7RT72nGNMPE4xJlvhpG9X6G9Q48Yg5l7iYEBNyiF03w0R7vRBNdVLrWY9sqp2OnAPBaORiGC0MbQQBEfJyMdNHo3YRAiO5YqqFmIDFEwqpFERrxyUH8cg6noimBaTleXpjqpFxopEgRGbBSdkIyBZyeHqNoWA0YFtio5Mv5DBtj4ICIREtsBJ9UQED2MGwNIoiQtGVsRwLHQgAkwcJxRDRRoFitZDI5QdiWmbAM/FICr2AiCA6OIGRcJEXHwiJVLyniYCCDYPFseCOOEyJPzmc4odPoPQGoJOwgLsnCwiJhpd6f2+IDFIjNHAj2UyivI2E4DMQscrRedHuYXC1OY6EXr6QRiie51ldJLOlw0gyjKlEKQnm4ckXKjCKSukGb3YYpWvgFP345QJ7qxmN6kASFU7HUtWr0NKLbOtWuemRHoGX6tSpVyxg2pyhXG5FFh3F9mIgdxnZsQCZkhShTq3ASNj4tF50IcTtMxAphOiajxiA3F/wxxWr1Um/7ZbHYhJm0eLxcyIrHS4yLEXWaT0TOFZBjEd+iYnEuM9dNRyhnbm++qOTMY1ktLgXRuBqNU2nOtUwgy+XPfGlr27Y5ceLELBsexw4gRj+L5f0SgrjwR8zMtPWzw638U8fv2VVYyosTXbyyqBrdinJ1XiOmE2d7zjoMO0SzbwMQRUCkVCskYU+RsEMIgsyAfhgZlXXeqzBsg/5kN5ZjU6w2YTk2filA0AjilmQmjQnKlVqGEv0kbBeTcpBCpwyXKdNq9uDgcDrSTanWSKFaRH+ilSp3I8enfSWL1WJ0y4NHDGBj0BVLRRyH7EnGE35KvFeiMUHITr2nOQ4kHIdhfRQBH3liNY4dQRATOLaCLiaZMEERi0hYuQiE8YpJLFFGdxSE6anXqiThFhQEAeJCnBpPNUE9RtAYZcDxImGRI0SxFBEcmzw5xqiZirCpopZKXeMgCCKCAEeiNpJQxFAwH8OCRu8o2nRfkyCk5mxDyhcTQBREolaC73dCg3wzJ6UJXlURweM+jCPksKXORBYkxpNB3E4JRWqcsRgUFakIqsqo1EZA9JFnFxLV4wyZQwiCSK6YS0wI0+iuRxU1jkVTNZKVWiXDyUkqXQ1IAozqY4StCMl4koCSS9CEKq0Jj+SiM54SmIqo0qP0gA5VWi26k6REqcIjCvgUlW2BV57X38FinK3mMRt5vIh84xvf4MEHH2RoaIirrrqKr3/96+zatWvB9X/605/yyU9+kq6uLpqamvjiF7/IrbfemnnccRw+9alP8e1vf5upqSle8YpX8I//+I80NTUt+9iciIJjrcyH+EIiZiW7lpciFGZG+eaKyPMVkGkWilrOTXsDsMR6y8uFpdbPnk30LvV+mRvVzYrJlycLpa1nisd4PM6hQ4cAZtnwIBaRlF+Blfg2Ls+fL7iP9PbGkhG+ffo3XFNQg0GUqwuqaI22syWnmNHkALXefGLWOHmyl5g1hG2beGXoSfRQoFShSDpJdYoGz2ZEBMb1HsLmBJWuDeiOieUkGIz3Uuyqxy3lEbWSTBrjJAwdn1iO6FGYjAcxbIEhK06tr4EJfZACtZKjoVSKus7TSMyc/rh0BGxcHAl14xI1tuZs5LSeSq+WCmV02MMEI1Ea3bUkrDgFai5TRoRhfRQATfBzKNIBuNigrGfc7EJUIEf205PoT11Cx03MVhEQCEhREo6CJDr4JA9JO4npJChX8nAJKl1WDy7ZRYVcTNgIM2TIWEkokL0YToASxcJy4oyZqf3LmJjMsCcTQHckbEHgdLwUPTKBJLgpUFJd36II6eE7Ai8JH8dx2DdqMhEpJxTO45b1SRzXIRAcRNco+YUOASmXfjvGpDVMzI5R56rGLfkZ08eZYIQ6tQbDtDANm6ipM5UIMaKOkyMEKHeVMmaEidsJ+uMjeGUfCUugztWUSl3HWqaPROFAqA1NdNHs20TCCiNZMpXuSjoTqfnnXk8DrbFB7m+47+w3/3mw2HjCaDT68o48Pvfcc7z61a+e97FvfvOb/Nmf/dl5H9RC/OQnP+Gee+7h4Ycf5uqrr+YrX/kKN910E62trRQXF5+x/m9/+1ve9ra38YUvfIHXvva1PPLII9x+++0cOHCAK664AoD/+3//L1/72tf4/ve/T11dHZ/85Ce56aabOHHiBC7Xha1fXE7Ua6F1lyISliMI3P0SxlxngRnPDwdmeyTOFZRLEZPVvqllLb8Q9ERyz3sb84rfZXK25qTzEZdLuVdWonkpy+XBTKuexWx4ACTXm+ia/Dwlwi8IuOef2CGKIrpp8KkD/4FuWuhqlDKPBEKCRp+HEX2QUk2mLXqEZl8dPYnD5CtFSGKMSSNMjWcrlh1FEDyEEyFGlKNYJClQ6vFIJciCSdyMoko5FGsB3KLDhBHENKA4WYjs9tJlDmHFHTb5r2QgHCRBhJZIF+s869BtUAUF23EIGQLdsQHW+RooUN3sD6aiXAVKHv892o5X9rPR30hPNDUn2y266EuOEzJjjOkqguOhwVdO0BwibKZGHMqItCcHSYoiJU4lpg3lSgEJO0zQCuM4Do4DIcuDgEiTpxFJhJ54GyFjCp/sZSDRSoVWTK6cz5gRZMKeosZThl/yoTsOQ4kpPLIX3XbhE6vQLImY04shGAiCgDTdde04IImpn23Hwi07hKwIAiq6ITHFFLbtTEcjU1jTXy4kQWAsZvLPByW2+27BrAiSWxpkShpnyAjiL4dyrZHxeIiEnaQn2Q2OQJN7HaZjIaoibgV0S0Z2DOqtMgzdpiXahiU4lAvF+JUAA+YoESuG7YgcjLRTpBZTqRXRF09FfXPkAEfCbZiOic8MEJIVKrVGdDtMT7yHN5W8kYC8ujY5Z6t5vFw6reEcxOPNN9/Mhz70IT7/+c9nCqLHxsZ473vfy69//etVFY9f/vKXueOOO3jve98LwMMPP8wvfvEL/umf/omPf/zjZ6z/1a9+lZtvvpn//b//NwAPPPAATz/9NH//93/Pww8/jOM4fOUrX+H+++9nz549APzgBz+gpKSEn/3sZ7z1rW9d1vHJYQnRODe7mJVKl55PZFIJz7/cO3DmMt2ffk7qfA0/GVGZFpRLEZMzBWKdZ2zWYw3a8Kzf16mzf5+PRmX+69hmLO16nNJLUj/kzV7eniyZd/3OWOEZy9LCc77U/FI51479c3ndlysK57tPrIX7KLJcJsiyjGmatLe309HRsbgNjyBRmfOXvDj2Ga6glHz39jPWkSSJ7/cfxi3bFCo2ZV4ZVTQQRR1NDKQStY5Ns28TFgmqXFehiEmipkmpVk9//BAONpVaMwlfLwpuqlxXYdhRpoxePLKAQxTdipKnlKPbDrYRQrYhL7eUSTPKFa4GLGROR3sJ2hGqKSbHX8bvJ0/hAEVqLpWucg5NpWoYddth73gvTb56HBKEDAMbm7CRYCRpMZyUKXNKcAH9aur9rEIroyXay8FglHXeCix7gmLHTcgeJybrSAgookRXYhiP6CZXceESPNSopYSsAcJWanTeiDHClDmFT3RRrBUDFtWiD0kQOR0/gShIXOlvwLB1HJJIDuSooNtTlGrFiIiMGUEGLIVc2UvcjkxHEi2UaRFpOQ5uOfUeGjMVAmpK6IaSQzTlJAnrCfJVN0HDTTouPTMaaVjw+IsG1f6tbK/R8VSfJCSPYgMTjJBnF9HgbsI0RNripwGodTfQmeikSC2iQC4ibscZp48aJQ+37SOSTNKV6MHCoYYykskEHsGFjMLRcA9J26DeU4tPdBE0Y6lRg7ZCe2IAElDrqmSdp55rc685r/v/bNi2jeM4i3Zbv+wjj+9617t4+umneeSRR+js7OT9738/69evz6QwVgNd19m/fz/33fdS2FkURW688Ub27t0773P27t3LPffcM2vZTTfdxM9+9jMAOjs7GRoa4sYbb8w8npOTw9VXX83evXsXFI/JZHJW12EoFJp3vbPZxaykpyIsbIUzEyesLCJq57/pDf/CwjLNzMdfEpQSZsAiPE/n9tkikjOF43yicSGRuBBLFZUz95URkjOOZ66IrPOMzSsgl8JCAvFsAvBsYu9sr9VM1GWsC6CGnHmXW/r8y7NcmsxXl+U4DolEgr6+vrPa8AC4pXyuyPsb/nv0MZo8JhtzdmYilAnT4InwKcaUKUq9GqP6FC4pwLCemtISEiaJWhE2+Bo4FTuCR/TilWVC5jhlahX9yWFylEYKlHzi5hCOJVLgrqc7vg+AEm0jhpPEpxSTMENEzAmmzAFcThEBXyURO4HJIIrgRrck6tz5JMQAU3Gdk5GT1HuLyFMKGIhFeGGyFa/k4kp/AwPxKQzHojM6QqlWiIDERl8dEhIHplPcfn8+R8Pd5Jl5VDgexpNBZEmiViuiLdYHjkMAjQnRJpc8ilwKXslPk+RBlaAn3ocmioyYo0yZUSrUEnSmyJH9lClFxO1JpowJXKKGSYKwFaTBXYsqquiOTswM4Vf99Osd+MUA9e5qjOkRjapk0yhouN1+IiYM6WEMR8J2wDRFJMFCQECVDGQx7QUJPjWBLDooYoJNxSEcBwZDU9TLKoKuABYgYVqpGklZEPnFb5OIe+v5g42l6FelRGjUCjMaCwICte4msKEvkaoxNWyTltgpTMekVC0FBERFIEd1kUcJYSOIZJqE9CQFugvTSlIm5TAlxdEti4PRdmRB4krfBgYmh1AFhVp3BR2xAf6y5k9WvdYwXb97tprHy4Vli8drr72WQ4cOceedd7Jt2zZs2+aBBx7gYx/72Kq+OGNjY1iWRUnJ7A/vkpISWlpa5n3O0NDQvOsPDQ1lHk8vW2id+fjCF77AZz7zmTOWyxGQDM5M885hIWG3VJG4EEt6vj+xoGixFhGzM+XmYuJmrrDJpL2nl8dJ7buXXMyARScvjYT61Tz7n++czqWucqksFiFcjtibT+DNFXXprS0k4BYSalrw7BFtbXJ54lqePL97zzzH0OPcaP25kO30Xn1CoRDHjh3DcRyuvfbaJXvV5asFvK78/fxm9H/4557PELGKsR0/FgKmdxSdSXqTUOEO0BI9QZlWTMgKIaDR5GsgYcWo0DbhEQUGki34pQBRa5yEHSOAw+noYWwsvPFqwirkq1cgYzOYbMXBJkeuIGYmEOJu3Eopfm8+/ckjKIKLBk8zuqPQkziGV8rBJ5VgShYbPAVIgkLMCiKKcV5Z0IDlCLSG+xnXo+zKa8R2YCwZZSoZxStpnAx3Ue0qosKTS9CMUawGKHflcjzcjSRBqZLLoDFJsRnAkBIoikiR6KHSnU9PchBBlogTJJgIsd5bw7gxgF/yUKjm4ZE9hIw4AdlFV+I0pmNQ76pnzBgkR8qjSi0l4SQY1vvIlfMQpChhK8IGTxMiMmPGIFPmJNWuOoasHjRyyJXdKKJD2B7HsAVEBJKChONA0pZwbAUBgVhSQ8TGr+rTc7ynjcmBPE+U0kCIuD5FSTFMhL3EpqJIIQ1FTP1N2g70tOaz74DOLa8pRSoeJuJ0AWDYEqdiHfglH3WuRnAsxozJzL0zoA+iCioeSSVshSlTy5E0m1K3F0UQcUyTRDJJbtJCT46zXsxB1RKcjB0jJqvUKRUkLHh/1Rsoc53bF/zlkK4HXqjm8WWftgY4deoU+/bto7KykoGBAVpbWy87Vb0Y991336yIZigUoqqqCtMHevHsD3bBbzCfpF6qUFyuUFpKevS8BVnZmftJCyvLb8wRUwuLqHSEEmanvWeSFpszo6VhVrduZaHI3nxLlxrlW2qEbyHBOJNkzktvTlrQnn+dvOWlr5e7/lxMQ4Gj57WJLGuU/v5+Tpw4QVVVFV1dXcs2OZYFieuKr2eXuYnfjv8Tx6LdCBQwIQ1QIZZgqaCJCs3edUwYo0StGA3eGloix3FwWOdp4lD4FKKg0KjUIgk2PimJYY9jY5EjFxHWxonqw+TJZUSsCIXqJlyiwHiih6QQRtQi5Ci1hKwQFa6NWDZ0xU9jOEkqtCo8UgntsXYSWoxiqRKP6MEhgSBOAG5k0cXGQB6juogoRAGZcreLqD0BxLm2oBZwmDSmkByRXFWiPd7FjrxqLEcnaiQJGC7cXpVRx8CNQNCJ0B4LUyJ6mbB6KZDzqPXXYGFSpuXjk7wMJXvRdRNFTNKVOEqunI9fdiMJFuVaORISXckTAFSqtYSscQrlAhTRxZgxwqQ5Tp5cSIWrGFEwyBcKsBBpT0yPB3SXMmVEmDLiGAJokk2OqJOwRHRLAVFAEmwiuortpN53orpCwlTIc6c+R+KGSr43Rnl+kKAnSV1dkmCkm9JCD+FhP+ExgaTucPR3LrxiHZU78pgoPE7USk1csR2Hw6EuHByqXHUUKjkM6amu9hp3FR3xlB2SJir0JLqQBRmvrBK1wpS7ywnKvUjIVIhlyLpCSXQDUySxJA+bc5u4NufK87r/l4plWQiCkG2YWYi//du/5VOf+hQf/OAHefDBB2lra+Od73wnmzdv5oc//CG7d+9ejeOksLAQSZIYHp6dwhweHqa0tHTe55SWli66fvr/4eFhysrKZq2zZcuWBY9F0zQ0TTtjuem3EFl8QstSROP5RNZWMyo3337m2uzM9GqcL0Uuh2Y34Cy1LnS1LHTOx0dy7rksxsz1FhOcun950ftIxZmSdrmp6DOPYfnPsZIS/Pz89ptl7ZCar2xz8uRJhoaG2Lp1K36/n66uLmzbXvADcjHcchHXFPwZYfthxnSBAllBcSzGjRCa6KIj3oduG2zwbUBwHEq1GjRBoD2Wqo1r8DTQFmsFoNZdT088SYVrE27JR9g8gawmMR2HhB1lKNGLbOeQsBVKtU14NIXexLHUcYj5DCb7KNXqiZthdEekL3YIBY0SvQpJU2mLHUFwRK7wX4lhO3TFeojbSZq8TZiOTcSMMJWMsSmQR9SMoYgCoiBTKIqcjvZQ4SqmQMvHIYzLkjGTUWS/giRZeCydIXuMAiWARxQwLJ1aswQzESeoj6MpChFxjEESFKuFxO0gNjLNniuwBYOQOYHlmOh2lLA1RY5UQK6SDwgolgaOQ9f0ua5zbcLCImpHmDTHEFGZksYoUcrIVYoZ0fuI2hH8sgfJjmM7ENI1EMCvJHBwiJsqXk0nYmgkDZkEMppiMhHzYNs2eZ44AOG4it+dykBYAlTXjkPtOBMhLzmmQDKYw0CXQssTHpobdlOwNYSUM0qeksekkcr0KYKHF4KnUzOsfZuJmzZeMRdZcOiN94AAlWo5rbE+VElCE1Pv37IoMy708cfVd1NSWcvvf/97yvPKmeib4H86/ofc3FwKCgooKCjA7XavSpZ0sWYZSKWtF9IqlyLLFo9f/epX+dnPfsYtt9wCwBVXXMHvf/97PvGJT3D99dcvOoHgfFBVle3bt/PMM89w++23A6kag2eeeYa77rpr3ufs3r2bZ555ho985COZZU8//XRG4NbV1VFaWsozzzyTEYuhUIgXXniBP//zhS0mFkLwGQiexVNoC6U+51renMs25m5nqayU4Jx7XMIZUcj5hdn5CMOZovVcWMq+F5vDfS6Yc0rFVrqLeamCdqXM1gW/gR17eVkoXe7E43H27UvVD6ZteNKd1ovZkZwNr5zLLSUf4v8b+Ra64mFQT1DhKgNEcmU/giDRHRskasXIV3KxHYt8tYlcxc24nurcq3U30DVtvK2Kbg6FTgIC64SrkEQTt2ghJ91MyIMggaC4ORE9RaWrGa/koSt6DEewGEkO4Ah+PJKbUq0WTJlepQuSDjWeejQhl9PRVnRHp9JVC46I7SQYS05QoBYyKoyTtKFIzcfE5nT0NKqgsilQTMSM4JNyMBMm48YwUVeEJncdnfE2BAS2BtYzaYzjk30oCHTHOzBknRq5hkGzC9GRKEyUYjtJfHI+igRdiaPYWJRrtUwZ4+QoBRRrFSSsKL3JU7gFLz4ljylziCqtAVXw0JU4iYVJoVyBJmrIlgvHLkAR3LTGjgDQ4N5IxBxF102SmLhkE1W0sWyRoKEhCTayk2qLKfOnvpkOR7yIWKiKTdKSCEddiDh4Sb2fKpI1fa8I+D0JJMkhpFk01ujYfwBDk4MMTYp4RsoZ9Ut4CkRGQx7cTioaGQzncdDuIpZQ8EgBrswrpHVynO0FCQaSMeKmiiiYDOopK54yrYxJo586dzOJeBJRFNmwYQOO4xCLxRgfH2dsbIy2tjY0TcsIyby8vEUF33JYzCAcspFHjh49SmHh7PoBRVF48MEHee1rX7tiBzYf99xzD+9+97vZsWMHu3bt4itf+QrRaDTTff2ud72LiooKvvCFLwDw4Q9/mOuuu44vfelL3Hbbbfz4xz9m3759fOtb3wJS364/8pGP8H/+z/+hqakpY9VTXl6eEajLYabP42KiZD4xEl4hk+fwAlNhZjJXYKbF6nJE5EJp65lcCEPzS3mOeJoLMTHnXLgUDNOzrA7j4+MEAoFZNjzpD0bLss5rPq8merit5G4eCX6LMbEV03HTERum2l2DZUuUan5GEiMoosxwcoq4lSRo+hnVY9S41pOwXJSo9UCSzlgqpZlr5HOKVFQyXy/Clh2K3RuRRZPO2CkcHCJWgp7YKH65nAI1h5gVZ0jvZcIYpdq1kTFrnIBeiuR1mNDDTJk9qKLGRvcWxvUJBpM95MkFKKJMzI5Q665CQqEllhqVV+OuxgEUQcItaEzER5kSptBUlXp3BXE7QoO7Acux6Yq1k3QSBOR62uKnkQSZZs9GTEenQqnFJSh0iKla/kK9lFF7CK+VQ75cgGkmSdgxfE6AvkQHSTtOiVqNV/KTsKPoVgIUgfbEUVRBo861iagVZVTvQnYUFPyErElqtFRNZFusFQcHv5SLbiaImw5IBrqtkKOlgkETcTeqZDES84HtUOJLTRqaSrgQHAGXZAI2I2EPli4R8KWikaGYmxxfYvq+Sd0/ogB+fwwt3yIaj5PvTjXT+DSJiB3DMERUOQKmg+jY+JUkx0On8CkwpkvodhyfLAISgqMCJgI29e4rEAVpVmRcEAS8Xi9er5fq6mosy2JycpKJiQlOnz5NIpGYFZX0eDznHJU8W+QxGo2+vGse5wrHmVx33XXndTBn40/+5E8YHR3lb/7mbxgaGmLLli089dRTmYaXnp6eWd+Ir732Wh555BHuv/9+PvGJT9DU1MTPfvazjMcjwMc+9jGi0Sgf/OAHmZqa4pWvfCVPPfXUOXk8zir+X0Y0aTndsWkWiy6ZAesM4TZ3OgwsLCKXykoJxvOZo30hmC+CermwEtfd509gSVmvnsuJqqqqM1JsgiDM8no8HyRB4g9ctxKIF9HvHcQjBeiOTTKqB3GLLorUEjRRplxTcUkqbbHuzDEcDXcgI1PqKiRH3oBXgnEj5a+oWi7CSoQkSfSECYJMkboJgQgxK47uJBnXdRQxl5FkhCr3JhRRpHV6hrImenDZueQpAUAkIBdxJJyqD2xwr8dxRIb1IUJmCElV6El0UKIWU6wWM6yPMKKPUKaWMpGcwMGhydWIKisMJvuJW3FkTaA/2YeMTK2rFgGRCrUGj6zRGjsOQKO7ifb4aYrUcvLlAiJ2EDEp4lcDDNodOJaDP1mAbjvkyqWYUoK4HWFYT9X+lbrqcRAp1WpR0DgdP4aDg9fMQ7F8OG6TMXOYHKmYtuQpSpRyNEEmZMawCOGSIWxqyAJMJV2IWOS6pjM8joBLNRlPeIjpCm7JJN8TRzVNkqaMTzMIohFNKkzGPMiCg2UDjoDHlXqPiCUVXFrqHjKslz4n3ZqBSzWxbQW/NyU+E7pMwJ1AM0Vy1dTz46aMIEgkbJGDE/k0+ZoZRmBXSWpYyGJlFZIkUVhYmNEx6ajkxMQEHR0dKIoyKyopy0uXSGeLyGcbZi4yd91114Jp6ueff/6MZW95y1t4y1vesuD2BEHgs5/9LJ/97GfP+9jS3darzXzC8VzSwfPNqF5s3flYKVG10BzttcKFHpO4kqzmNT1fh4AslxbzjSg8V0RRpNyo4frKP+LH/Y8BvezI3cBYMsGpSEoMNvvr6YmPUu9pwidqHI+kRF6jr5qWSMp7sclTRb8FeXopRb4CJoQ+dNPAK+fSl+hj0pii2lVPwpIpdxWjIHBqelZyzDLojQ5S7V6HbSYYN6YY1UcY1Ueoc68naiWpdtVjOxbtsR4Mx8AjeinXanAEB7foJiAHOBpJ1Rg2aA2EwiF8ih9BgWFzhFAihEf0UKKVo4gyFWo1mijSlZieXuNuoC3aSYlWTb6Sx6QxguOAV/LTMi0oa92NWI5Jhbgey9EZE/oJO0k0w4NlC6iCRpFUi6qq9CZS0dhq13qGkgOUKw2EIiGicpQppR/BEKnzXIHhmLgFD4ZjMmVEMB2LGrWRmBXBJjWNxrAULEFmJOZCEQ1cko0ogCabGLaEqlqMJdxEExoexcClxFBElWJ/mIQuMx72Mh7yYhsSAX8CRbZJ6nJGPMrT6W3dFHGpqWXmDEHpmrZYm7lMES1ipgsEEwSYMuIUqeU0e1ONMcupyfV4PHg8HqqqqrAsi6mpKcbHx2lvbycej5OTk5MRk2cbLbiUmseseMyyapytXm2xFOe5iISZUcilpoBXUzitdRGZZrnHt1LXbK1flyyXNyspHtOzrXOUHP6s9n2cDLfxL/3/Tm+ih8059Si4ORg6jenYlGqF/DZ4CrfoYXOgloQdJ1fOoUwroDXaDgLkuHI5kuhGQOCqnK0Ydhy36KHcVUlrJFUjqYl19CeGqfU0g5NkMDmE6Zj0xfvxigXolkqNrxIZkZZoqlGnXKsgbMaoctUSs8KYjs3pWDsg0OhpIGEb1LnrMXWLtngnjuJQohZjORYFSiGFSiEJO05XvBtZkKlwldCZ6KdMrSZPyWVEH8TCwiN5ODYtQtd5m9EdnSpXIwLQG+/EwqJYLSVoBvHLhZTL+Zgk6Y63YQo6kiUzoPfiNXPIFYoYTYwQcyKMR2WSSgKP7KNcrsZG5FQsJcIr1FokQUUmzmByCAOJHn2CYqWU/vgUjmCjiDaiYhA1VEzHYSop4jg2Bd7UF8dYUiNvOjU9EM5FFmxGQj4cx6YsP+WBPD7pRdclgjEfsuRg22DqEl5XKmWdSCqociqyKIkpBwnDFPBps6PcjuPgki3GEzIuxaRMy2MgOc5n178TOW0PdI4NXZIkZYQipOp+01HJrq6uWY/n5eWdUbqxlLT1y7rmMcvCmD6wz6EE72JMopnL2YTjhYy0XY4C6XI8pyyXLwtFWFYqbZ3e1kwh2uxv5LMbPsKJcDu/GPo1L04eJ1/xU+OuYMKIIAsS1Z7iaUFp0eiuoHNqnEKhFNWBflLOGvWeag4GU3V8DZ5qQoZDjbsB3YrTmxgkaev0xIeRBTdeqYxiRcYRoD3WCRKYtszpWB+17nWI2PQk+0naSRJWEp+cB0jUuxqRRZGW6U7wCrGcAXOYMqWcHJePMX2UcWMC3dZRRZVJc4pqVw1+2cdwcgDTMVFElSPTYnGDdyOGY1DtqkMRJNqn6xCrtBoG9QEKlBLy5XzidpSkNYwiKIzYI0yZ4+TKhZRoZcSsEGF9glxXIb1GB9iQFytDkEVMLOJmFFn0MZTsp0Krxivl0B5tJ+kkUVCo8azHcmxUQUFAQpZEEpZDWFcwLJGAK/UeljRlXIrNSNSHZUHujHR0rieBKDrEEgou1WY84iNpiLhEk0JfBN2QMQyJeEwlEVXw5CVxq2bGzs5xHNxqaj+GKYM23YAzLSh1W8IlW0RNCZcCPtmNasiUafmZ++hcxeNc3G43lZWVVFZWYts2U1NTTExM0NnZyfHjxwkEAhkx6fP5FhWPjuMQjUbx+1fXZu5CkhWPK4jptxDdZxeCc4XE6vrenx8XOj2bFVlZsqxdZFle0bR1eirHTDb6G9job2BSD/K7yePsnThCzIxyhb+KuK2zwVeNY1qcjvViCjZF3jy6ov1giVyVswnTMShU81EEmf7EMAk7SZ6SgyQolGk12HYS3bHoSwwxDqzzNdATG6RGbSQaCtJqd+LgMK4HiVg6XimPSk8Opm3SHusCwOdp4GS4kypXNWpSZMgawhJtbMmmI9ZL0tZp8DSiCiqjxjASEqZjcjR8AgGBdd4N2NhUaTW4RJWWaKo5ptFTT0e8ixKtkjw5l5A5iWmb2I5DV6KLuB2jSC0lT87BwsCyTTySl9ZoKr1d796A6eiUCFXE43Gm3ONYWGiWG83IQdcNVEVDsBROxk/iEl2sc29At6F1OtJa7apGFly4rTimHSPpSLgVi3BSw7JSNY+CAKpskUQm7ihMht04poDsj6IIDg4CkuigaTqSJOHWDBK6gmWJ2LaILFgUeHUk0SQUcSNhYhhgJFR8/lQ00rFf+mR0y6lltilhyGLKyJxUc1KhEpj1ZWelxOPcezU/P5/8/HwaGxtJJBKZqGR3dzeSJKGqKpIkYRjGvA1ll5sXdlY8riBLseq5VMiKxixLYTl1s1kufVY6bb3YtvLUHG4puZZbSq4lYem0RLpoi/TQM9nH0fgpihQfFb4iDMeiRAjgVbwcC6eikvWeChJ2ghp3JbZjM2mEGEmOM6WHKHWVMKVHafI24RJlDodTwi1hW/SIYYrlEoqVAEErQsSaImElUUUXPfFBqtyVFCm5dMS6cXDQYzrdwjgIAhs9zQiCTcIyUEWVMT3IuDGJJqhUe6qQBYFqrRpVkjNCbZ2nkdOxTsq0agqUHMbNESzHRhYUWqdH9VVptWiijFfyE7ciGE6StngrqqBRqBZjODa17nWoqJyKpyKZuXoRES1MqVaJJroJWSGGxUEER6TILiMYmyLPzsORBXrifcScKBVaCflKCa3RLmJ2HAWFJm8T/fExJs0pHECSHXRLJpIUsG2BgGe6JtGW8Hl1IpZGeMqFqpjYgK2L5OWk7Hd0QybPF8eywTZFfC6deFKhwh/ENEUMR8TjjpKwRXLVOEKOgCTamIaAJSuYjoRjOUQMDbUfxCYR0REoUGd7n9m2veqjCF0uFxUVFVRUVGDbNsFgkPb2dmKxGL/+9a/x+/2ZqGQ62rha3dYTExPcfffd/PznP0cURd70pjfx1a9+dcF9TUxM8KlPfYpf/vKX9PT0UFRUxO23384DDzxATk7OkvebFY8riNefRPKs3PYuhg1NVjRmWS6RsAs7drGPIsuFYDXT1ovhklQ2+xvRBizyhgXeveV1aDkueuNDDCdHORo9yrg0yQ5/HbZjkXQs9KSN7dj0JwexHJsrA42ISLRH+4mYMcqcIvYHT1GkFlDlLmU4MYYtOOhmkl57jCkjTK27ilzFT2e8D4dUg8yLwRYEBKqtMhzJIU/JxSWpdMR6idsJcuUAOXIubknDJ3kBi/ZYJyICte5q2mN9VLiqyZcDDOnDmI6FW3JxJJKKHq7zrsN2DKpcNdi2yagxRMJOkCfnY2OjCCoN7mYkQaQjdgobiyp3He3x47gcL3l6LopfJmaEsRyTgWQPSTtOjasWt+SnP9FPUJikSqljSB/CZwbQTBXdcDgqHUdG5krfBsb1CCcjbThArlRIbzKELIIoWliOilszCcU1DFPEN20OrhsSXm8SUYSIriGK0DuZh2jaBLxJDFMkHlMpyo3gOA4CNl5NJ2YrlHjCyKLNZNRFlTdIwhDJU+KcNorxSgliloamwojux4oa2BEL8Utj1L+hETa8dK+sRuRxMURRJC8vj0AgQE5ODtXV1ZmoZG9vL7FYjG9/+9skEgkSiZX/ov32t7+dwcFBnn76aQzD4L3vfS8f/OAHeeSRR+Zdf2BggIGBAR566CE2btxId3c3d955JwMDAzz66KNL3m9WPK4xLqZvYVY4ZsmSBRauebwQaev50HWdw4cPk0wm2b17Nx5P6lt6s7+BZn8DOb0aeYE8amtrmTKmGIgPMpgcoDfeR5XbT9SKMaaH6YoNU+YqocpdgCg4VLqKCMh+DgZbcHCopAg7YZEUDDRJJmEY7I+1pppw/BvQHYMiKQ8x6dAjj6bqEsUSLMehylWB5RgEzTDdiQHcoosCJcC4MUmNVodf9jCopxp0XKLK4Wmx2Oxdj+Ho1LnrkQSBjlgbNjYVWgVjxhg+yU+VqwEHk754N5ZgMmk4jBkjuAQXtZ4GLNvEb+Xgtl2MaP2gQ7WrHtMxKdMqSVoJwlaY7kQXIiIbvBswHIsAOUjIJC2DpBWiwi7CTAqcsFuxBIcSJQ9V8hM0Y3g1E9MSiRkqAJYNliOgaSaGI6U8hgUHn0sH28FxBBTVRJIskAUsWWQk7kMSHDqnCnBi4PIaTCU9yJZFzFIREjYer8GpqWIE0+Gw4eboi+WoGy3yPDE8jsmU7cbjJMCC2GAEjs0WZBdaPKaxLCszfa68vJzy8nJs26arqyszwW7nzp1s3bqVb3/722zduvW893ny5EmeeuopXnzxRXbs2AHA17/+dW699VYeeughysvLz3jOFVdcwWOPPZb5vaGhgc997nO84x3vwDTNJdsTZcXjGmEtmF3PHCt4IfaTJUuWtYsgCDjO7FnrFzJtnSYcDnPw4EF8Ph/XXHPNvB9uM4VorpJLrpLLRpozj8esKH3xHgYTAwwlhhkzgsRNnbBoMaL3c6W/GllU6IwOM0mYUrkAvyXhJE1K7RwUWeVQOGXvU27mEtdM1rtrkQWJ7vggYSuKoRZgOknidpJ13npcosJgYhjbtrGwORRuQQA2+tZjOSZ17jo0QeFkNLXdRk8dbdEu8tVCyrUS4nYUwRGQBYneZDcxK0qunEuunIMqKmiCG0l0aIu1gANFlBLRwlRpDXhFDwOJXkLWFKVqJUFzElVUWefZgCSItMVOYzgG9e51TBrjlLkKSFomum0xIvaTK3jJsfOJ6AYDYg+OI9Cs1NFmBzHlKKIA0YQKQiodLUkmouSgqhaGLRGNaSnR6Ag4toB/uhvbtiQ8nmTKaD5go2oW0bhCQW76cQGvxyCcUCnwx3jm1AYUxyJmKMSCLgLJGE6uhJc4jgWxcJy84tmp1ospHuc2zIiiSH19Pffddx8/+MEP6Onp4dlnn6WysnJF9rl3715yc3MzwhHgxhtvRBRFXnjhBd7whjcsaTvBYJBAILAsX8useLzArLRIXKrQW45gW00RmRWOWbJcuqy0eHQcZ9EP+5GREY4cOUJNTQ2NjY0LRkTPFsX0SF7W+ZpZ53tJUI4mh+iJdTGUGGYwMcRAcpQSl0adlIcNREwD2xIIWRGGzBFKrQCaqRCTdSJ2FNPK53SiG0EQ2OxvwiFVWykhMmFMMaZP4BI0qjyVSIJIg7sGTZI5OV3vuMFbz8loG8VqMWVaEWErhCzI+CQPLdFWTMekXCtFEgRK1XJsxyJqBulJdOERPeQofoYTowSMAvyyH9OtE0/GkJFoiaaMzdd5NmJhIIsSuplkwhggaE7iFjw0ejZgOCbgYDsmE+YAIhIbvI1IaLRET6OrBhVSMS7by6Q+hSMG0WyNmCkgizaybJE0ZEAERyCRFDFNCY831eASjykomsn4lAfbEfBqOoYhYhoSXn8M23bwqal1o3GFityUtY+CzYnhMnRLQWHG/SZOv/6OAxZEJqPkFJ9Z83gxxONi4wmj0Sgul4uysjLe+c53rtg+h4aGKC4unrVMlmXy8/MZGhpa0jbGxsZ44IEH+OAHP7isfWfF4yqxEiJxJcTb+Yi1lZ6skhWOK8eFKDHIvl5Z5iJJ0orVbaU/4Of7sHcch46ODjo6OrjyyivPmHYz37aWmgJPbz9PKiTXV8BmXyrKGrejdMfaGEoOMawPM2UEaY32Uu4qoyimEbWTjLjGcQsuKp08orEJSp0AbsXFyUgbFjbVrjJsSSQg+yhU8jAdk7ZYN4ogU+0q5WSkg1K1mFJXIUFzChmJXMWfqXds8NSRtBLUuOvAsRnW+4nZMQqUAgzHIGpFqXE14JE0JpNj2LaDoir0Ot0ISWj0rEN3dGrdTSnLn/hxHBzKtCpiTogcOZ9CpQQHh/bYcUCkxt3IlDFOlasCx5EY00eYsibwSm6a3euZ0MOMG2NILplSO5cct4eTkXEStolhySiijemIiKIJjoTXbZBMypimgEszkGUHyxBxu3QQIRh349IMRqb8mI6AKluIMRtVNOkezsdSHFySxfGRsjMVyvRtIgAiItGpMPmlubNWuZiRx4X2G4lEzmoyPpOPf/zjfPGLX1x0nZMnTy77GOcSCoW47bbb2LhxI5/+9KeX9dyseFxBomEN0Vq6aFxNAbDWPvjX2vHA2k3Pr5XpNWc7jrX4mmZZOeZLW69kzePMWdkz02WWZXH06FGmpqa4+uqrCQQCC20iw3LEo+M4WJaVERnpD3SP5KPZv4XmaSs+3YrTETrBiz2/JygEyc9TKRfKiVkJFNFD0tSImTp9Rh9eRyPfyMPGICkmSaAQsicImRGqXKXkyj6Sto5f8uJTPBwOnwCg2dtI1IzR6GlCRuB0LCVCq4RyxvSx1IhDdzOiABPmOLZtE7FCdCfGEG2RUrkUVVWpF9ahiDKnYydAcGh0N3E61oJfyqXSVU1yuqPNsBOMWpNErBB5SiEFSgm6o2PYOgLQnWhBFhSavRsQEOhP9BGygtR5mohZMSKmg0OCAs1N2JokkgTDSXU9e1wGiSToSREcCPh1HAeiURXRhmRSQcDCqxlIso2eFAj4k4gCJGIKPq+BbTuItkjXZCGGMz0wYtZNI0wvc5AECUWTqVhXNuv1XUtp6zTLNQi/9957ec973rPoOvX19ZSWljIyMjJruWmaTExMnPULVzgc5uabb8bv9/PEE08se159VjyuMpeyufblMhXlYomxtSICV4uZ5+fEV0ZQrDWWa4MBkEgkuPfee/nxj39MMpnkpptu4h/+4R8oKSmZtd73vvc9vvzlL3Pq1CkCgQBvectb+MY3vrHap3RerPR4QkEQZm0vHo9z8OBBJEli9+7daJq25G0t5bgWEo7zocctRo/F2JL7SjZu3EjCidATb2Eg0cOoPkQ/U1iCzS5vI6btMBCfYMKIUGTnEEpOkIOPQqmUiJHgeGIQn+ShQM0hasVY72lAk1SOh09hYbHeW8fJWDtuyUWzuxYDHY/kRkamP9lPxIrgk3zkyLlgOOQligj4PPSaXQgJqPPU0Ro7hU/yUe2qI2nH8Ek5FKgFnI4dxcamVK3AAQrkXHKlQpJOgvb4cSRBmp6eM0WDpxERmZ7EaXQnSUDKo1opRxZsJMFBxiHOCJosUe+r4sXRYXxaHEGAUMwFtoPPraMoNpGYiqlLqLKFrJroSQW3ZmHZItGIimLZRGIa4JDnnp5lHVJRvBa9E3lIYuqLy6yvL2lN6AA2NF/TRGFF/sw1cBxnzYrHpUYei4qKKCoqOut6u3fvZmpqiv3797N9+3YAnn32WWzb5uqrr17weaFQiJtuuglN03jyySdxuZafKc2KxxXEiSg41oUXDKshzi5l4Xi5i7YsF47l2mAAfPSjH+UXv/gFP/3pT8nJyeGuu+7ijW98I7/5zW8y63z5y1/mS1/6Eg8++CBXX3010WiUrq6uC3BG58dKWvXA7Ijh5OQkBw8epKSkhObm5mUJAFEUMYzF32ts2878O5twHBsb4+jRo1RXV1NfX48gCHjJodl/Nc3+q3Ech6FkB52xI4waI0zqQep9ftzJJH5JJccuxDQEOoxuBAeqrWJkUSVp6oTtGJqo0hpuRxUUrvA1kXSSFCr5+GUfLdP+jsVqEaIgUiyXUuhYJK0E/ckBREekzFdEh9FDgVxEuauUqBVCFTRKtHJOTNc71rrrmTJDVLrWISEwovcRtcMEpFwkUSBqhanU6vHKPsb1QSbNEfxSDp2J46iCi/XuKzAdixF9gEljhEK1lCkGqNAqGYnrxO0JSgKTGKbEaNSDKlr4XElsByJxDUWwUDUbR7IxkzJuxcTQZRzLwetOoig2yaSMWzVwRJHxiIYmmxzuq8BBACElG2e9SjPS1lig+bQzIo22bS+r8WOlWMnI41Jpbm7m5ptv5o477uDhhx/GMAzuuusu3vrWt2Y6rfv7+7nhhhv4wQ9+wK5duwiFQrzmNa8hFovxwx/+kFAoRCiUqjUtKipadMTiTLLi8RJlNUXZpSgcs4Ixy0pzLjYYwWCQ73znOzzyyCP84R/+IQDf/e53aW5u5ne/+x3XXHMNk5OT3H///fz85z/nhhtuyDx38+bNF+bEzoOVTFvDS5HM3t5eWlpaWL9+PdXV1cvezmJpa8dxMhHH9LqLCceenh5Onz7Nxo0bMxYrcxEEgTJXA2WuBgBC5hjt0QOM6H1M6KOMG3G6zRG25jQhODLDiSD9Rh/5ei4aFqYdpU4uQ1NdHI2kUthN3nrG9Alq3DXIiAzro0yZU0RMH25RZUKfINfOp9RfTNCeBEcgV8nl6HS95HpvExEzSp17PTLQGT+NLVhIgkzQnMB0LGpcG9AEiaA1BjaYjkFr9AgADe7UdJ4KrQHREemMn8TCJEfOJ1cpRhEUvFIusiCji+0YlsA6VxOnxyfI0eJoSpLJmBdFtHBJJggOlqngVpPELYekLSFjEchN4jgQnnAhuBziCQWw8bgM+k8UEHenos1O5iV6KfboTDfMCEKqYUZzq5kvM6IoZu6DtdYwE4lEVsUgHOBHP/oRd911FzfccEMmO/K1r30t87hhGLS2thKLpUoXDhw4wAsvvABAY2PjrG11dnZSW1u7pP1mxeMFQA6lbqjlzLCej9UWY5dqc0xWOGZZDc7FBmP//v0YhsGNN96YWbZhwwaqq6vZu3cv11xzDU8//TS2bdPf309zczPhcJhrr72WL33pS1RVVV2Qc1sK8wmslUxbp/fR3t7O5OQk27Zto6Cg4Jy2s5B4THdzpx8TBGFB4WjbNqdOnWJoaIjt27eTm5u75P0H5EK25rwGgJgVojN2mPbYQaaMKRK2RJ4qkauVAhK66SWm60xZ40QTMQrsAAVyPhE9QtAIkiMH6EkOYdgmDZ56VEFiMDKUin56PJyItQKw3rMe0zGodTWgiiJtsZTlT6VWzaDej0v0UeeqxsEgYoZRBIWQOc6kMY6ERKWrDkGASq0RRZBpj6dEbLWrkV69iyKlHL8cIGaFGEh2oaDhlwsYNbrxi2UUy7n0xDtQ/UmqxRwGowKqaOE4IAkWAXcSx0kSjLlwTMjzx1AVm0hEI2HLqKqJrFkkdAWPZtA2UII+rkIlgJOJMjovTb6GaW2Wjjy6fW5kWca2bRzHwTRNdF1H0zQsy0IQhAsmJBdrmInFYhlv0pUmPz9/0UxIbW3trNrl66+//oxa5nMhKx5XEDksIRrzf/M4V+F4oUTYpSgcs6Ixy0zSqZc0acPec+VcbDCGhoZQVfUM4VFSUpJ5TkdHB7Zt8/nPf56vfvWr5OTkcP/99/NHf/RHHDlyBFVVz/mYV5uVFI+6rmMYBuFweJbx97kwn3icWd94NhFhmiZHjhwhkUhw9dVX43a7z/lYPFKATf5Xscn/KmJmiNbYC5yKvIiFiG4JhAWLEbOfcncFGmVMJWJ0WF1gQJlRhCnEKZULsWSHEX2EsBVBFmSqPdVIgkStuwZVUGiNpSx/Gjx1tES6KNYqKFLziFohLNtGlhQGEn2ErRAuwUWZqxxZEJFx4RJVuhPtANS719Eea6NYqyZPyWfSGMZyTEwnyWCyk7gdJV8uIVcuImQGMWwDlwNdxgkEWcBtVVLq8RPVe/CoMaZiHgoCYYIxN3pSwaXpFOXoWDaMhfxIgFdLIjoOhiMhOg5HOyrRbQU3ZvrFy1zPjNS3ZwqeVOTR5dUyjR62bdPT08PU1BTV1dWz7tN0VHK1hGT6Xlssbb1akceLRVY8riJrXTDCyguwrHDMshzkCEjnectYqcloZ0TtPvWpT81rP3GhbDAWwrZtDMPga1/7Gq95TSpa9S//8i+Ulpby3HPPcdNNN63avs+XlUpbh8NhDhw4gCiKNDU1nXdUZm7DzHIaY+LxOIcOHULTNHbu3LnsrtPF8MgBtgb+iK2BPyJsTnAy8js6YscoUOoxHZn2WB9BIlzhX4eEwmB8nGFzlMJEIRNiEJ/loVwsQfO46Ih3A9DkaaAt3kWlq4pcOcBAchCbVOStPdZJwk5QqBRTIOdiY+A4kKME6Ix3AFDvbmBAH6RcW4dPctOTSE20kZA5FTmBhUW5WotbcuMSvWCMIAoKp+Op9HilVM9wbIJidzWaotKX7KIz3osoaVRptURjE0QTGpYtUJQXQgAmgl6SjkTAlcDtMpiMeFAEi77JfHrH8lP2jTN13czvAdO1jzPtHgXAMcHleenLYW9vL52dnWzbto1AIJC5B9JlC+n0dvqLxEpGJdNfXLLiMcs5cykIRri0DcAvJ+E485pdTud1Mejt7Z1l67JQ1HE1bTBKS0vRdZ2pqalZ0cfh4eHMc9J1dBs3bsw8XlRURGFhIT09PYse14VkobT1+TbMDA8Pc+TIEerq6hgbGzuvbaWZGXlcjnAMBoMcOnSI4uJi1q9fv6opTr+cz67cW9mVeyvj+gDHwntxiQJhK4zt6PQlBlBlNxtcNRiGhRlNIkgSk0KQeHKYHMtPoZxPWA9jOhaKqHAs0oKNTYO7DlVUUEWZSX0SURBpjbUBUOeuJWEnqXWvRxNlWqMpEejgcCxdb+nZhCA45CiFJK0YUTvCQKwXEYlyVxUCUKWtw9Yt+qx20EBQcujXe5HJp9xVQE9onAGhk4AfwpFcAu4IoYgPw3HwuxMUaBa2DWPBABYiracrGZZSgsoRZqdRhXmyqsKMyKMggGM6aNPisaOjg56eHrZv3z7rPSAt5mzbzgjJ9M+p7QgZEXk+r316e1nxmOWcMP0WIis/8WUludQFyqV6/Et5vRdb51I97wtJIBBYkifgatpgbN++HUVReOaZZ3jTm94EQGtrKz09PezevRuAV7ziFZnl6TFlExMTjI2NUVNTc/YTvYgsZSrMQjiOQ3t7O52dnRnj78nJyWWZey92XOnaxqU2xgwNDXHixAkaGxupqqpaso3KSlCglnNdQer+6I2fpjV6EEkwSdhxTD3GWDxEoSefCSapU0vRLQglo7Tb3WBCqV5EnBhlcgmO6DCkjxC1YrgEjSK1GEWUqXV7UZA4HU+JyEapgSPhVnLlAqrcFcTNMCISftnHwLQdkCqolGplqKKCW/CjSSrdidTzy4VqBuweCuVyNDlA0g5iODq2E2bSENHlMYqUMuyED5d3lIRgousmPk3HtgVGgl4sW8KjGhxqr8ea0qAAwJnTUs3syGOamYJSADNhMhma4PDhw0xMTLBjxw78fv+813umOEzXR6a/YMysiU3fM8uNSs685+YjGo0uq4b2UiArHi8Ql7vX4cU+v7XISl6TbITywnMuNhg5OTm8//3v55577iE/P59AIMDdd9/N7t27ueaaawBYt24de/bs4cMf/jDf+ta3CAQC3HfffWzYsIFXv/rVF/OUz8pMY+/lfLiapsnRo0cJhUJcc801mQ/5laqhFARh3ojSfDiOQ2dnJ11dXVx55ZVL+iKxmlS5m6hyN2HaBv/T/ktOh4/h8ofxqB58QhGWLdGtdyKJEhs9dchonIi2YTom+YlcwkKcXMFPvpwHskh3og+Add4GTkY7qXRVk68EGEoOAqAKKm3RTuJ2nIAUICAXAxY4Q+Sp+fQkUunxBk8T3YleyrQmiFuM0AsiWKLFsN5P0olTrFTiWG4gCoBPyqFTTDX01GvNnIpNEDeCuGUDRXZQMPl9yzrijoSaFoPzRRnnjTzO+BkHwRKwBZuRkREEQaC1tZXCwkKKiorweDyLjrKEM6OSaVE5s7lqqentdKf1QvvMRh6zLJm1IqayY+wuPKt9PbJC8sKxXBsMgL/7u7/LrDvTJHwmP/jBD/joRz/KbbfdhiiKXHfddTz11FMrWm93viyUtoaUGFzqscbjcQ4cOIAsy+zevXtWQ9BSzb0Xw3EcZFkmEomwf/9+iouLMwJiLrZtc+LECSYnJ9m5c+eCkaoLjW3btJ48hTwR4E+3/iWSW6Q1epj9wV/TrR+jyVuDjJ/+xASjxgSqoHKFbwMRM0kkkSBmJ4kbScJmlDw7hwI5j5HEGDY2oiBxNHIKy7Goc9fhFjVEUcFMGnhlH63RVONMk6eBiBmlxrUeRRBpi6XqfqfiQaacEIIgpTq7BZmY1YPgCKiSRp/RCTr4rTpMR8BlF6JKAr3JbkRXEq8jMhb0kbBljnVXgimDNCPaOEMoOvMsy2DNTltbho0opyL5giAwNjbG6Ogo7e3taJpGYWEhhYWF5OXlLepduFhUcqlNN2f7MhWNRtfMvbZSZMXjCiL4DATP0gw2V5sLJSoutHBc6XnbK8nFENFz97lWr82lynJtMABcLhff+MY3Fp0WEwgE+M53vsN3vvOdFTvWC4EgCMuKFk5MTHDw4EHKysrYsGHDGR+w6XTzuZL+oPf7/bziFa/ICIjTp0/j8XgyQjIQCGAYBocPH8a2bXbt2nVenfgrSbrTO5lMsnPnzsy0jy2B3WwJ7GZSH+NoZB/7g7/BYYQdgU2YjkBrtJ24naTOXYflOEiCjJAQ8Qle2swusKBUL8ZwTPLlPJLoBM0QncYUIgL1njoEHGrctagonJ7u3paFKvoS/eQqxfgNF0k7gS3bKMhEzSjt+hACAuu9V2I6Oi4hQLFWSFe8k2AMNMcPjodirY7e4CDlOfk4xhj/faQKA+mlwq55Io/pLyyzIo/T3o7iHEFpJ202bNqQ+ZJQVVVFVVUVlmVlykBOnjyJrusUFBRkxORi01TOFpVcqOlmsU5rSInH1bLquVhkxeNlxqU8DnG5+10rQmktRV6zUcksq81SxWNPTw+tra1s2LBhQf/K80lbz22McbvdGQFhmmZGSB44cCCT1vb5fGzdunXN2CElk0kOHjyIoijs3Llz3skoeWohf5B/M3+QfzMDiR4OhF7gUPAFql05aJKXhOUwkBjGJ/nwyi4E0WG9Vo/gSLQ4Hdg4eHU3si2jShqlUgkezUVbLNV93eSppy3eQ5WrFo/oYkQfxsYmokfRHZ2IGMVHgDpPNTErjIRMjbuO45FUZLJAKiZkmvidGlyKTsiIM2mNMhkbRbWKSdoC+W038PhrX8U7f/YYY2JqFKEwc1rMNGI62m3Ps2yWyHRwDIdA3pnRPEmSMnXNjuMQiUQYGxtjcHCQlpYWvF5vpkEtJydn0VrXuVHJmf9m3reGYSwaeYzFYtnIY5a1y8tBOM49hospkNbCNViM1YxKzt22cL5+O1nWHAt9qJ6t49q2bU6ePJkx287Pz19w3XMRj2nrlcVGDcqyTGlpKaWlpYyNjXH48GF8Ph/JZJJf//rXFBQUZATExRKS0WiUAwcOkJeXx8aNG5dUQ1ruqqbcVc2tRW+iI3aKg6Hf0xXvoNFbjO4YOI7KSDKEpqq0x9spdxWTrxQSNCN0x/sJE6XQzKPLHKDIKcSveOmLD2A4BmEzypA1QcyKU2gX4sVNwhUDM0qZq5Sj4ZRYbPQ0kLAtalz1xK0IISvMeDKO4IiUUo5hW5RrjXgVhVN2G39Sdg+PvthDeY6fZ979Hv7qF7/kFxNtCCnDnTmi8MxzzojMGWlrURJwrJe6rRdCEAT8fj9+v5+6ujoMw2BsbIyxsTEOHToEMCsquVgpxnzp7bSInJiYQFEUdF2ft1YyEomsynjCi0lWPF4GXGgBtZZE08WIQq6l818Ol+pxZ1lbLOb1qOs6Bw8exDRNrr322rOabS9lJvVM5k6MOVtHdV9fH62trTQ3N1NeXp6JRI2OjtLT08OJEyfIyclZtE5yNZiamuLQoUNUVlbS0NCw7E5vURBp9G6g0bsB0zFpiRznYPBFIlYURYwjC242eGpA0DgZTdU7VrvLyZVzmNCDWEkLl+zhlNGH6AiUmMVojkZcMFLNz6JEF4Ogw5W+TRjolKpliIJAZ7wHwzHxil68soeAVEypKhPVTfqTvQDY5HEs3EFj8AZq3LUocn/mHIuHFb71B7fx6WefpY/4PGnrOYJSPPPaCJKAbYLmWZ7wVxSFsrIyysrKcByHYDDI2NgY3d3dHD9+nJycnIyQ9Pl8S2q66enpYWxsjKuuuipThjG3VjJb85hlTZFNS77EhYhCZsVXliwLRwvD4TD79+8nNzeX7du3z5uCXeq25mOm6TMsbIuSXvf06dMMDAywdevWTPRzZiSqvr6eRCLB6OjorDrJoqIiiouLCQQCq2LfMzw8zPHjx2lqalqRcZSyIHOF/yqu8F+FbuscDx/lVLSF07HTjCXHaPBU4BFzGE5OcSxyEhGBZl8jpmNRr1SStAymjDBRexzRFijS85BVmUI5j1wth6ORVPd0iVqIjU2VqxbT1rEw6U8OANDkaaTf6KPaXUMyDqPGOG8tfxM9UynBpMgv1QPKksQrmmp5zX9UECsTeXz4FIZrWi1OX27BnqEf0/OsZ6ayRQHbmm0SvlwEQSA3N5fc3FwaGxtJJBKZqGRnZyeKomQi1Pn5+fPWNLa3t9PX18f27dsz3dRzm276+voYGhpacCrVpUpWPK4gXn8SaZ4vrpHwwgW650I2VTs/qykg1/J5Z8myGiyWtp4r+IaGhjh69Cj19fXU19cvWXQttdt6Ocbfpmly7NgxotEoO3fuXDRd6HK5FqyTFEUxUzu3kHhYLj09PbS1ta2aRZAqqmzN2c7WnO0k7QTHwsdoi7azd2ovpmOy2b8OUVDoiw8zZkzR4KllwghSouYRDavIqka/NgxAuVFErz5ECUUoskTIjBCyI0zoU1S4yhlOhqhxN+CT3LRGT2Njk7B0xpjkprzrua7gVfxEOgKAIr8k9GUl9bMsSXzq9TfyJ51X8g/7X+C5WO+8aetUAaQ4a2ShKIFjLT/yuBgul4vKykoqKyuxbZvJyUlGR0dpbW0lmUySl5eXiUp6PB46Ozvp7e1lx44ds2x4ZkYlBwcHeeMb38hNN93ELbfcsmLHuhbIisdLiIsdabwUBNRKp7EvhXPOkuVCIstypubRcRza2tro6upi8+bNlJSULGtbS+m2Xo5wTCQSHDp0CFmW2bVr17Ksj2bWSdq2zdTUFCMjI7S0tGAYxnnVSc6MhG7fvp2cnJxlPf9c0EQX23N2sD1nB3tK9tASbWF/cD/HIsdwi26u9NdhO+AVNCZjU6BJjDtBql2lFKj59CQGiOtJvJKHKSuMaVoUWvn4ZC8D8RES6AiOyMFQC4ogU6M14FJkcqxS3lh2W+oYlJTEmBl5VKd/lqf/98kq26by+Oxb/4i/+eG/s29qhCgWTiYMeWbkURAFMM9e83iuiKJIQUEBBQUFOI5DLBbLfLE4depUpnRj/fr1C5Y6DA8Pc9ttt3HNNdfwve99b0W+fKwlsuJxlVmJqOPFFo1w6Ymo841CXmrnmyXLaiAIwhlWROnI40LG38vhbGnrmd2tZxOOoVCIQ4cOUVBQQHNz83mNmxNFkfz8fPLz81m/fv28dZLp9PbZ6iRt2+bYsWOEQiF27dp1USxbXJKLLYEtbAlsQbd1WiItHAofoiXYipxQ0DSbIncRCTMHkDgcTo0w3ORvwnEcwqaL0eQEiqrRMV0nWaEXEXWiBEQvkiQzYoyxydXEDt9LRvfadOmCOidtDSBJqdfHsmxUTSHX56Fu0MXXPnMXj/38d/x69BRtiRAoIkYwgWSAHAcx6uAO+/DH3KsmHmciCAJerxev10tNTQ3t7e10d3dTUFBAe3s7p0+fJj8/n6KiIgoKCtA0jbGxMV73utexZcsWvvvd7152whGy4nHVuFxEI1y6QupcBOSleq5ZslwoJEkikUjwu9/9DlVVzzD+Xg4Lpa2X2xgzMjLCsWPHqK+vp6amZkVrFRerk2xra8vUSRYVFZ1h/ZL2lrQsi127dq0JiyBVVNkc2ExhpJDyoXJ86/z0SL2MJccZNDuwsNjoq0ITvbRFewhbMfKVXEpc+WiiSqNag4LMyWlz8YDtRdAdquwSbnDtYsJJ4jgOgiBkROPMyGM6hZ1eZlk2mpaSIpIsous64Z5BNsZ9fOmed/DQ3T/kY994F7/80W9wRhxueucr+cyb/o5N1zahqBdWwnR3d9PT08OOHTsIBAI4jkMoFGJsbIze3l4ef/xx/t//+39MTU2xadMmvv/97y+p9vdS5PI8q4vI5SQaLweWIiCzgjFLlqWj6zqjo6NUVlbOa/y9HOZLWy+3Maa7u5uOjg6uuOIKiouLz/lYlsrcOsnx8XFGRkY4ePDgrDpJj8fD4cOHcbvdbN26dU1Fn7q7u2lvb2fblm3k5+dzDalZ7X3xPo6FT9Ae6+B45BgA2wLNGI7NqD7FSHyMKnc5bfFO6jzl+CQfE3qQjb4mrhN2MjkxQUdPP8nBXgoLC4lFDSzLQlVmiMfpn9O1j6Zl49JS79GCCPv27UORVKrXlSOKIvK02DR1C1+uZ/q5EpJ87vfdudDT00NHRwfbtm0jEAikjlcQyMnJIScnh4aGBvLz8/n617+OJEkcOHCAmpoa9u3bl5lhfzmRFY8rSDSsIZ5HRmItisbLQVgtVAd5OZxbliyrycy0teM49Pb2MjIyQk5ODhs3bjzv7c9NW5/Nv3EmaT/JsbGxTCToQiPLMiUlJZSUlGTqJEdHRzl58iTJZBKXy0VxcfFZJ5BcKBzHmdUhPLf2stJdSaU7JXSCRpCWyCkOhg7SHm2jTCvFK/txiTa1rlIU0UVHrJu3VdzOq/J3AVBVWUlORRV+wUlFZ4d6eP75cQYnLHp7/RQVFSFPi8e0iLQMG82lkEgkmJgYIxCopazMjXs6JS1NRyhNw8LtSwVnZEW6oBG93t7elNjetm3BetVQKMSf/dmfsWnTJn72s58hSRJ79+6loqLigh3nhSQrHtcAa1E0wuUnri6388mS5UKRngk9MjJCZWXlsrwZF2Nm5HE5jTHpdLBpmlx99dWLjpy7UKTrJB3Hob+/n6qqKhRFoa+vj5MnTy6rTnI1cBwnI7bP1oUOkKPkcHXeTq7O24lpm5yOneZY+Bj9iX4Q4/hkF3+z7iOUarOjvV5VI9/vIT8/n6Q7h4YCP2O/PsLQ0BCtra309cZpa/NimUbmNRclmxdffBGP18OmTZsYOnUAtzclHtNi09RNPP7U6yzKEuIFijz29fXR1tbG1q1bFxSOkUiEN7/5zXg8Hp544onM/fgHf/AHF+QYLwZZ8XgRWauiMUuWLFnSJJNJDh06hGVZ7N69O1PvtxKkax6X0xgTi8U4ePAgXq+XLVu2rKmassHBQU6cOJExJQdoaGhYVp3kapBu2gmHw+zcufOs5u1zkUWZZl8zzb5mAKaMKXKV3HnXdSkvvR6qLOH1eqkoL2PnlbXous7Y/3eAWCzG0PAgv/rVrxgftZmaCnHNtU0UlxgIgoBpWnimxaOkvBR59ASmI4+qnBGVq0l/fz+nTp1i27Zt5ObmzrtOLBbjj//4j5EkiSeffHLZ1/ZSZe381b3MWOvCMRuly5IlSygUYt++feTm5nLllVciSdIsq57zJS0eTdOcNdZtISYnJzl8+DDl5eU0NTWtuuhaKo7j0NXVRVdXF1u2bKGgoGDW40utk1wpP8mZmKbJkSNHMAyDnTt3rkjTzkLCEcA9o4lFm045u6aXiaJMSXEBmzc30dlr09hYRPvp36MoMoODg4yNjdPb20siruP2pY5zZtraG5hZ87i64nFgYIDW1la2bt26oHBMJBK87W1vQ9d1nnrqqVl+j5c7WfF4gVnrojFLlixZ0nR3d1NVVTXL+Ptc5lHPh+M4GTG6d+9eiouLKS4uXjASNzAwwMmTJ1m/fv2aakBwHIeWlhZGRkbYsWPHWS2LFqqTbGlpQdd1CgsLV2zutmEYGYG61Kk/54s0o8Ep7fOY7rq2HRuXmvoMdGyL06dPU1RYzMYrGikt89F2+DmGhoZoO92Gp8ggaYew7VTzlGVYeP2pqJ6syKuath4YGKClpYUtW7aQl5c37zrJZJJ3vOMdBINBfvnLX16UmtuLSVY8XiCyojHLapO+x7JR4ywrxZVXXnlGN/RKiMd0Y4woirzyla9kYmLijEhccXEx+fn5CIJAe3s7vb2980b1LiaWZXH06FFisRi7du1adspypp/kunXrMn6Svb29s/wki4qKzlqjOJdEIsGBAwfweDyZqPGFJp3CTndb27aNyyUTDAbp6+vmqpu3MqRYeL0aXq+XoqJCdu7cSfehGE3rawlHg4xNjPKrX/2KkZERIokQLp+KrEoZk/GVZnBwkJaWFq666qrMWMu5GIbBe97zHgYHB3nmmWcWjExezmTF4yqTFY1ZVpqz3VPzPb5WBaUaBkk/v21YyZU5lixnMl8E8HzF43yNMemo48zJLidOnMh0KTuOs2in68VA13UOHTqEIAjs3LlzWdNs5uN8/CTnEo1GOXDgAPn5+edtmH4+uNPicTptbVlg6gkOHDhNWXkZdXV1DPSewuVORVhlNXWcgiBQW1+NIAgcrx/kyiuv5NC/d9LW1saxY8cYnxhnMphHPB5f0RrDoaEhTp48yVVXXbXglxTTNHn/+99PR0cHzz777IIC83Ln4txR58DExARvf/vbCQQC5Obm8v73v59IJLLo+nfffTfr16/H7XZTXV3Nhz70IYLB4Kz1BEE449+Pf/zj8z5eJ6xc0sLxUj72y5H0/XSur8v5Pj/Ly5P5BMr51Dzatr1oR3U6ErdhwwZ27dqFpmmZfe7bt4+DBw/S39+Prp/nN47zJBaL8fvf/x6Xy8W2bdvOWzjOR7pOctu2bVx//fU0NDSQTCY5ePAgv/rVrzhx4gSjo6NnCPl0nWpJSQkbN268aMIRyKSoXdPp8rHxcTraT9HY2Eh5WWqUpWXbeKZnVCvTYlNWpMy9oWgK+fn5lJQW84pXvIJrrrkGX8BLOBLiN7/5DXv37qWtrY1gMHjGNKTlMDw8zIkTJ9i8efOCwtGyLO68805OnDjBf/3Xf63KfPJLhUsm8vj2t7+dwcFBnn76aQzD4L3vfS8f/OAHeeSRR+Zdf2BggIGBAR566CE2btxId3c3d955JwMDAzz66KOz1v3ud7/LzTffnPn9fELQ2Q/nLCvJatxP2fR2lvPhXCKPjuNkIo5w9okx4XCYQ4cOkZeXlxFA0WiUkZGRWdY36YjlhexwDQaDHDx4kLKyMtatW3dBmnbOVidZUFBAcXExsixz/Phx6urqqK2tXfXjOhvpa6MqEmNjYxw5cpTm9euoqqpiZLwns046MqmoaQPxGabimWWpdbxeLwWFBTRuqGHLdZsyM6cPHDiAKIqZmtGCgoIlp+qHh4c5duwYmzdvprCwcN51LMvi7rvvZt++fTz//PPLnuN+uXFJiMeTJ0/y1FNP8eKLL7Jjxw4Avv71r3Prrbfy0EMPZSwRZnLFFVfw2GOPZX5vaGjgc5/7HO94xzswTXNW4XBubi6lpaXnfZxOREG4jLr0nbCSFRgXiQvxJSQrIrOcC+k0cjp6eDbmToxJZ3gWYnR0lKNHj1JbW0tdXV1mXa/XS11dHXV1dZmU7sjICKdPn8bn82XqJH0+36oJuvSxNTQ0UFNTsyr7OBsL1Ul2dHTMSuNGo9Fl10muFuHgJB2nW2lat47ystRnrTrHLByYYSD+0uezPC0eFe2lZYoqIykSiqJQVlZGWVnZLFF9+vRpjh49Sl5eXqb5aKEvGOnRlps3b14wkmjbNh/96Ef5n//5H5577rl5NcfLjUtCPO7du5fc3NyMcAS48cYbEUWRF154gTe84Q1L2k4wGCQQCJzRcfaXf/mXfOADH6C+vp4777yT9773vWvGAiLLy48LHb3OfknIshAL1TxCqvbrbN3AM+sb01Y8i63b29tLW1sbGzduXPQL/UzrG8MwMrWBXV1daJp21s7tc6Gvr49Tp06xadOmNRN1StdJhsNhkskkzc3NOI5z0fwk52N4eJhTrSfZetVViIoHtyv1/qZMjydUZo0unI5AajMFpTzrfwBZU5Ck2ffSTFG9fv16otEoo6OjGXPyVENO6loEAgEEQch8GbjyyisXFY4f+9jHePrpp3n++eeprq5egaty6XNJiMehoaEzZpbKskx+fj5DQ0NL2sbY2BgPPPAAH/zgB2ct/+xnP8sf/uEf4vF4+OUvf8lf/MVfEIlE+NCHPrTgtpLJJMnkS1X6oVBoGWdz6ZAVFBeei1X2kBWQWZZKWjyeLXW9nIkxtm3T2trKyMjIvGPzFkNRFMrLyykvL8eyrIyHYrqZZWbn9rnU/6VH+vX29rJ169YFrVsuFj09PbS1tc3qRJ/pJzk6OnpB/CTnY3BwkJMnT7JtyxaKiooYn4qhTHdJq9P1kOoMX0h1nsjj3JQ2pKKQZzMJ93q9eL1eamtrMQzjjPS2z+djamqK5ubmBWei27bN/fffz5NPPslzzz1HXV3dOVyFy5OLKh4//vGP88UvfnHRdU6ePHne+wmFQtx2221s3LiRT3/607Me++QnP5n5eevWrUSjUR588MFFxeMXvvAFPvOZz5z3cWXJMpOLXS+bTWNnWQqCIJy17nE5E2MMw+Do0aMkk8lzsruZiSRJ83Zunzx5EtM0Z3koLsXzMD2WcXJykp07d64pE+izzaleqE6ytbWVZDKZqZNcCT/J+ejv76e1tXVW57I2Q/CpM5pjMsc8LRSlWcvmq4OUEZdh1TM3vd3d3U17ezuKonDy5EmGhobOSG87jsMDDzzAT37yE5577jmampqWewkuay6qeLz33nt5z3ves+g69fX1lJaWMjIyMmu5aZpMTEyctVYxHA5z88034/f7eeKJJ87aFXf11VfzwAMPkEwmM51+c7nvvvu45557Mr+HQiGqqqoW3W6WlWchsXUpip+LLRxnko1CZkmzkOhbSDwutzEmHo9z8OBBXC4XO3fuXFET67lpzFAolKkNPH78OPn5+RQXF1NUVDSveDJNk8OHD2MYxqzO77VA2ph8dHSUHTt2nFXUrqaf5Hz09vZy+vTpMyK12oy6RU0Tz1imTgtFTXvp/TAtKGfVPGoy0jmahE9OTtLZ2ckVV1xBaWnpGelt0zR56qmnSCQS/Od//ifPPfccGzZsOKd9Xc5cVPGYvlnPxu7du5mammL//v1s374dgGeffRbbtrn66qsXfF4oFOKmm25C0zSefPLJzLDyxUh3+C32RqFp2pp6I1kN1rJ4WEtCayVYi+eTFZBZFmM+u550E03aVPxsjTFTU1McOnSI0tJS1q1bt6qWMoIgkJOTQ05ODo2NjZnO7f7+/nk7txOJBIcOHUJVVXbs2LGm5mef75zqlfSTnI+uri46OzvnnQetyGfWN85MWy/UHJN6LPU+aVkWqkudVQO5VCYmJjh8+DDNzc2ZwNPc9PbBgwd57rnnaGtro6CggL/7u7/j/vvvz6as57B2/iIWobm5mZtvvpk77riDhx9+GMMwuOuuu3jrW9+a6Xrq7+/nhhtu4Ac/+AG7du0iFArxmte8hlgsxg9/+ENCoVCmNrGoqAhJkvj5z3/O8PAw11xzDS6Xi6effprPf/7z/K//9b8u5ulmWYC1KLIuZ7ICMstCzI08LqcxBlK1cCdOnKCpqemiNCAs1rntdrvRdZ3c3Fw2b958USazLIRlWRw+fBhd11dsTvV8c7dn1kkWFhZmakbPdi06Ojro6elh+/btZx3Xl6llnFXfmHqPl2fUN2bWm26iMZImbr+GKC3vy8bExASHDh1iw4YNlJWVzbuOLMv87ne/Y3x8nL1795JIJPj5z39+2QeLzoVLQjwC/OhHP+Kuu+7ihhtuQBRF3vSmN/G1r30t87hhGLS2thKLxQA4cOAAL7zwAgCNjY2zttXZ2UltbS2KovCNb3yDj370oziOQ2NjI1/+8pe54447LtyJrUHWmmC4nEXjWj+3rIB8ebOUtPVyGmMcx8kIjKuuumpBT70LyUzxNDo6ypEjR3C5XExMTCxp5vaFYuac6tWKhi6lTjIdlZwpXNP1l/39/Wzfvv2s870BtGlRqM3orFa1dDPN7BQ1gDItLPW4jjfgPWvDzEwmJyc5dOgQ69evX9Bmx3EcvvnNb/K3f/u3PPXUU1xzzTUAXH/99Uvez8uJS0Y85ufnL2gIDlBbWzvLXf76668/q9v8zTffPMscPMvaEo5rXVi9XMgKyCxzSYvH5QhHy7I4ceIEU1NTa675BF4yil6/fj2VlZWZzu3R0dEV69w+VxKJBAcPHsTtdl+wOdVz6yTnM2lPN5n09/czNDTEjh07llwzmbbaUdXZjTBwZn3jzP/1pIE3x73kmsepqSkOHjzIunXrqKiomHcdx3H47ne/y6c//Wl+8YtfZITjavGrX/2KBx98kP379zM4OMgTTzzB7bffvuhznn/+ee655x6OHz9OVVUV999//1l7RlaTS0Y8XgoIPgPBs/J/1C83EfVyO99LgayAfPkiCMIZX8QlScIwjCULx/QcaGDNNZ8Ame7bmUbRi3VuG4aRSecutXP7XInFYuzfv/+izqkWBAGfz4fP58vUSY6NjWVS/YIgUF5ejmEYOI6zrAhtOqIILwnJWfY9080z6f+NhIkv14ORPPuIzJnCsbKyct51HMfhhz/8Iffddx9PPvkkr3rVq5Z87OdKNBrlqquu4n3vex9vfOMbz7p+Z2cnt912G3feeSc/+tGPeOaZZ/jABz5AWVkZN91006of73xkxeMlQPpDe7VF1cUWBy830XipnW9WQGaB1IetJEmMj4+Tm5uL3+9fVCxEIhEOHTpEIBBg06ZNa6qG0HEcTp06xeDg4KL+knM7t8PhMCMjI3R0dHDs2LFMOre4uHhFbW/C4TAHDhygrKyMpqamNTO8wuVyUVFRQTAYxOVyUVtbmxnbuNw6yZkm4WnRqE5HGU3TxDU99zq9TE8YFFblExoLL7rd9PE0NjYuKhz/9V//lXvvvZfHH3+cV7/61Uu7AOfJLbfcwi233LLk9R9++GHq6ur40pe+BKT6QH7961/zd3/3d1nxmOXicrFFwaUmpF6uZAXky5t0mrqqqorOzk5efPFF3G53JkI3V0iOj49z5MgRqqqqaGhoWDPiB1Jp9OPHjxMKhdi1axcej2dJzxMEgUAgQCAQyHRuj46OMjAwQEtLy4rN3E7X6dXW1lJbW7umrp1t25lrt3Pnzkzd6HLqJOdDmY4uptPXRsLEE0i5pCiu1HNFSUBRZORFfB6DwSAHDhygoaFhURu9J554grvvvpuf/OQnvOY1r1nWNbiQ7N27lxtvvHHWsptuuomPfOQjF+eAyIrHLBeZrGjMkmVtk05bz6xvDAQCbNmyBcuyGBsbY3h4mH379qGqakY4hUIhTp8+TXNz85qbBWwYBocOHcJxHHbt2nVe0cKZVi8zbW9Onz6N1+vNXI/lzNxOj81bLN16sbBtm6NHjxKLxdixY8esEoSl1kku5CeZjkKmU9SWZePxu6aXybMekxYQj6FQiAMHDlBfX79oJ/+///u/82d/9mf86Ec/4rbbbjuHK3HhGBoaOmMkZklJCaFQaNY88wtJVjxeIqymyLoYkaTVOp9sVGz1yUYfX344jpPxdZxZ3yhJUqY717IsJiYmGB4eZv/+/di2TXFxMS6Xa9l1cKtJ2pjc4/GsePPJ3Jnb6brA9MztdGo7Nzd3weuRtjG64oor1swM7TSWZXHkyBGSySTbt29fVHQvVid5Nj9J1fXSPOt0jafqno5KTv8vztMwk07z19XVUVNTs+CxPfXUU7zvfe/je9/73lkbVbLMT1Y8vsy5nIRjlgtHVkC+PHAch3A4jKZpOI6zaGOMJEnk5eXR19c3qw7u6NGjOI6TicBd6E7lmaTFRXFxMRs2bFhVQTtzJF5aWI+MjHD48OFM53ZRUREFBQWZ6zHfnOq1Qtpj0jRNtm/fftZpbXNxuVxUVlZSWVk5y08y3cmeHh1ZUFCQEfTKLBuf1P606fT1XKuecDjM/v37qampoba2dsHjeOaZZ3jXu97Ft771Ld785jcv6xwuFqWlpQwPD89aNjw8TCAQuChRR8iKx0uCyyVKlxWNL3E5XIuXg4CcmJjg7rvv5uc//3nGX/arX/3qojYz3/rWt3jkkUc4cOAA4XCYycnJWZM2urq6eOCBB3j22WcZGhqivLycd7zjHfz1X//1qswYPh9Onz7Nli1buPHGG7n99tu55ZZbCAQC84qutJ2Mqqrs2rULRVGoqKjAcRwmJycZGRnhxIkTWJaVicDNFAqrTbr+8mLUEEqSlBGLM+sCW1paMp3bjuMwMTGxaOPOxcI0zUyaf9u2befdXb6Qn+SpU6fOqJNM3x+qKx15TP2NzExbRyIR9u/fT3V19aKTYH71q1/xp3/6p/z93/89b3vb29ZMNPxs7N69m//4j/+Ytezpp59m9+7dF+mIsuJxzXM5iAy4fM4jy8uLt7/97QwODvL0009jGAbvfe97+eAHP7io52wsFst4yN53331nPN7S0oJt23zzm9+ksbGRY8eOcccddxCNRnnooYdW83SWTVNTE3v37uWxxx7jy1/+Mn/xF3/BH/7hH7Jnzx5uu+028vLyEASB8fFxjh07RlFRERs2bJgVWRQEYVancjAYZGRkhFOnTqHrOoWFhZSUlFBQULBqljcDAwOcPHmSjRs3Ljhd5EIxty4wFArR0tJCOJzqHm5vb8/M3F4LlkZpc3JJkti6deuKi/356iRHR0cXrJNM10WmxWNaOFZVVVFfX7/gfn7zm9/wx3/8x3zpS1/i3e9+90UVjpFIhLa2tszvnZ2dHDp0iPz8fKqrq7nvvvvo7+/nBz/4AQB33nknf//3f8/HPvYx3ve+9/Hss8/yr//6r/ziF7+4WKeA4JzNSTvLWQmFQuTk5FD9rb9B9Jx9fvZSuVzqHC+UcLyUomCXk5gW/AZ2LEHPBz9LMBg861gyeOlvZtOdn0fSzu9vxkomOP7wJ5a876WSFhsvvvgiO3bsAFK1Urfeeit9fX1nbQJ5/vnnefWrX31G5HE+HnzwQf7xH/+Rjo6OlTr8FcdxHFpaWnj00Ud5/PHHOX78ONdddx0lJSX893//Nz//+c+XZSeTTomPjIwwMjJCPB6noKCAkpISCgsLl50WXWgfnZ2ddHd3s3nz5jWXCp7Ztbxt2zZs286MSkz/jaSjtEvtBl9JDMPgwIEDqKp6UUY1puskR0dHmZiYwOVyZYR1Tk4OsViMffv2UVFRccYkuZn8/ve/Z8+ePXzuc5/jL//yLy96xDH93jCXd7/73Xzve9/jPe95D11dXTz//POznvPRj36UEydOUFlZySc/+cmsSXiWM7kchOPlJJCyLIwTVkBKXOzDyMyuT6Np2nlFbvbu3Utubm5GOALceOONiKLICy+8wBve8IZz3vZcgsEg+fn5K7a91UAQBJqbm/nkJz/J/fffT1tbG3fffTf/8i//AsBHPvIR9uzZw+tf/3pKS0vP+gE91/ImEokwMjJCd3c3x48fJz8/n5KSkiVZvMyHbdu0tLQwNjbGjh07ljQy70Ky0JzqdOd2MpnMCMm2trZz7tw+V3RdZ//+/bjdbjZv3nxR6lQXq5OE1DUsLCxctMbxwIEDvOENb+BTn/rUmhCOcPYJeN/73vfmfc7BgwdX8aiWR1Y8rkGywjHLpYYTObfXWw07SMnzS35Yeur5c/3cPvWpT/HpT3/6nLc7NDREcXHxrGWyLJOfn8/Q0NA5b3cubW1tfP3rX19zKevFEASBgYEBjh07xosvvkh+fj6PPfYYjz76KB/72Me4+uqref3rX8+ePXuorKxc0gf2zM7cWCzGyMgI/f39nDx5ktzc3IyQdLnOHqlOdwXH43F27dq1pOdcSGbOqV6o+UTTtIxwmtm53d3djaqqS+rcPleSyST79+/H5/NxxRVXXLQGp5nMrJOMRqO8+OKL+Hw+wuEw//3f/z2vn+SRI0d4/etfz1/91V/x0Y9+dE0Ix8uFrHhcY2SFY5Ys50Zvb++stPVCUcePf/zjfPGLX1x0WydPnlzRY1uI/v5+br75Zt7ylrdwxx13XJB9rhTXXXcdJ0+ezET07r33Xu655x76+/t5/PHHefzxx/nrv/5rtm7dyu23386ePXuW3Kji8XgyjS2JRIKRkRGGhoZobW0lEAhQUlKyoAm3ruuZGr2dO3euSPp7JUkmkxw4cGBZc6oX69wGZs3cPt/UciKRYN++feTm5rJp06Y1J7jS4xrLyspYt24dwBl1kv/5n/9JPB7nySef5CMf+Qh/9Vd/tebO41InKx7XEJe6cLyYovFSqnfMsjqkU6Bn49577z1rrVB9fT2lpaWMjIzMWm6aJhMTE5SWlp7PoQKpJo5Xv/rVXHvttXzrW9867+1dDOamggVBoLKykg996EPcfffdDA8P88QTT/D444/z6U9/mk2bNmWE5FLrI10uF9XV1VRXV2dSucPDw5w+fRqfz5cRkl6vl1gsxoEDBwgEAmsmYjaT9PHl5uaycePGczq+pXRun+vM7Xg8zr59+ygoKKC5uXnNCa54PM7+/fspKSlh3bp1meNLR63r6upIJpP89re/5Tvf+Q62bfPII4+gaRp/9Vd/dZGP/vIiKx7XCJd6tO5SP/4sLx/SH7xnY/fu3UxNTbF//362b98OwLPPPott21x99dXndQz9/f28+tWvZvv27Xz3u99dcyJnJRAEgdLSUv78z/+cO++8k/Hxcf7t3/6Nxx57jM9//vOsW7eOPXv2cPvtty9ZqMxN5aaFZHt7Oy6Xi2QySUlJyTkLs9Uk7TFZWlo6S/icD3M7ldMNSJ2dnRw7doz8/Pwld25Ho1H2799PcXEx69evX5PCcd++fRQVFS16/Xp7e/nnf/5nPvzhD/PJT36Sp59++ox66CznT7bbegU4327r1RZeqx2VWwvC8VKMPK6F67ZS2PEEvfd8ctnd1lvf/jkk9Ty7rfUEB3/01yvebQ1wyy23MDw8zMMPP5yx6tmxY0fGqqe/v58bbriBH/zgB+zatQtI1UoODQ2xb98+7rjjDn71q1/h9/uprq4mPz+f/v5+rr/+empqavj+978/K824EhHNtY7jOASDQZ588kkee+wxfvnLX1JTU5MRkldeeeWyhd/g4CDHjx/PRB/TXbnFxcUL+lJeSC7GnOp03ehSOrfTdjfl5eU0NjZe9Os1l3QqvaCgYFFz966uLm6++WZuv/12vvKVr6y5LxCXE9nI40XkQoiHrHDMkuXc+dGPfsRdd93FDTfckDEJ/9rXvpZ53DAMWltbicVimWUPP/wwn/nMZzK//8Ef/AEA3/3ud3nPe97D008/TVtbG21tbWfMLX45fJcXBIHc3Fze9a538a53vYtQKMQvfvELHnvsMf7oj/6IkpISXv/61/OGN7yBbdu2nVUA9Pb2cvr0aa688srMmMR0c8mBAweQZZni4mJKSkrOGIN3IbhYc6pn1o0u1rntOA4HDhzI+CSuVeGYn5+/qHDs7e3l1ltv5dZbb71gwvEb3/gGDz74IENDQ1x11VV8/etfz3yJnMv3vvc93vve985apmkaicTFd6o4F7KRxxXgXCKPWeG4clyq4nGtXL+V4HKNPGa5sESjUf7zP/+Txx57jP/4j/8gNzeX17/+9dx+++3s2rVrVpTWcRza2tro7+9ny5Yt83pp2rbN+Pg4IyMjjI6OIghCRkjm5uauusBYi3Oq053bo6OjjI6OYts2OTk5NDU1rUrn9vmQTCYzzTsbN25cdB74TTfdxHXXXce3vvWtC+JH+ZOf/IR3vetdPPzww1x99dV85Stf4ac//Smtra1nuDRASjx++MMfprW1NbNMEIQ1c18sl2zk8SKQFY5ZsmTJciZer5c3v/nNvPnNbyYej/PLX/6Sxx9/nLe85S243W5e97rXcfvtt7Nt2za+9rWv8cpXvpKdO3fi9Xrn3Z4oirOaS9JjEtPztmeOSVxpIblW51SnO7fdbjdjY2OZEZKr0bl9PqSFY05OzqLCcXh4mNtuu43du3dfMOEI8OUvf5k77rgjE018+OGH+cUvfsE//dM/8fGPf3ze56TrgC8HsuLxApMVjlmyZMlydtxuN3v27GHPnj3ous5//dd/8fjjj/P2t7+dcDiM2+2mubl5yQbioihSUFCQqZubmppiZGSElpYWTNOcNSbxfASI4zh0dHTQ29vLtm3bzjpd6GIwMTHBoUOHaGpqyvijOo4z65qkO7eLiopWbOLPUkkblOfk5CxqFzQ6OsrrXvc6tmzZwne/+90LJhzTxzdz/Kgoitx4443s3bt3wedFIhFqamqwbZtt27bx+c9/nk2bNl2IQ15xsuLxApIVjivPpZqyzpIly9JRVZVbb72VrVu38vvf/x5N07jiiiu49957+dCHPsRrX/ta9uzZw6tf/eolTRUSBIG8vDzy8vIy86XT87aTyWRGSC7X7sZxHFpbWxkZGWHHjh34fL7zOe1VYWxsjCNHjrBhw4ZZIzbnXpP0xJ+urq7MxJ8LMXNb13X27duH3+9fVDhOTEzwute9jnXr1vHP//zPqzYXfT7GxsawLOuMlHNJSQktLS3zPmf9+vX80z/9E5s3byYYDPLQQw9x7bXXcvz48QtaC7tSZMXjBSIrHLNkyZLl/PB4PLzpTW/iE5/4BIqiYFkWv/71r3n00Uf58Ic/TDgc5tZbb2XPnj3ceOON85qIz0UQBHJycsjJyZk1JrGjo+OMMYmLRd/Sc6qDwSA7d+5c0r4vNOmU/aZNmxZNnwqCgN/vx+/309DQkOncHhwcpKWlhUAgkGm4WcmZ2+mIns/nW1Q4Tk1NsWfPHmpqavjxj3+85ozg52P37t3s3r078/u1115Lc3Mz3/zmN3nggQcu4pGdG1nxeAHICscs8yH4jex1zZJlGeTk5PCpT30q87skSVx33XVcd911fPWrX+V3v/sdjz76KPfddx8f+MAHuOmmm7j99tu56aabFqyLnMlc0RSNRhkZGaGnp4cTJ05kom/FxcWz0uVz51SvZmTuXBkeHubYsWNceeWV8zZ0LMbZOrfTdZJ+v/+cG24Mw+DAgQN4PJ5FDd5DoRBveMMbKCoq4qc//ek5zT0/XwoLC5EkieHh4VnLh4eHl1zTqCgKW7dupa2tbTUOcdXJmiCtMlnhuHpkU9ZZsmRJI4oi1157LV/+8pdpa2vj2WefpaGhgc9+9rPU1tbytre9jZ/85CfLMoz2er3U1dVxzTXX8IpXvIL8/HwGBgb41a9+xb59++jp6SESiXDgwAEsy2L79u1rUjimfTA3b968bOE4l7RR+7Zt27j++uupq6sjFouxb98+fv3rX9Pa2srExMSybKcMw2D//v2ZkY0LCcdIJMKb3/xmfD4fTzzxxEWbWa6qKtu3b+eZZ57JLLNtm2eeeWZWdHExLMvi6NGjlJWVrdZhrirZyOMqkhWOWbJkyXLhEUWRnTt3snPnTr7whS9w5MgRHnvsMR566CH+/M//nBtuuIE9e/Zw2223Ldmexu12LzhvW5ZlamtrMU1zzaVQ+/r6OHXqFFddddWKd33LskxpaSmlpaWZmdujo6McOXIEWFrndjri6HK5FhWOsViMt7zlLUiSxL/9279d9LKAe+65h3e/+93s2LGDXbt28ZWvfIVoNJrpvn7Xu95FRUUFX/jCFwD47Gc/yzXXXENjYyNTU1M8+OCDdHd384EPfOBinsY5kxWPq8TlIByzrD7Z1HWWLKuLKIps2bKFLVu28NnPfpaTJ0/y6KOP8g//8A/cddddXH/99dx+++289rWvpaCgYMnztgsLC+np6cmIo9HRUdrb2/H5fJnU9sVumEkbqG/dupW8vLxV3dfMmdvNzc1ndG4XFBRkZm6nBXZaOKqqyubNmxcUjvF4nLe+9a0YhsFTTz110a8rwJ/8yZ8wOjrK3/zN3zA0NMSWLVt46qmnMk00PT09s85ncnKSO+64g6GhIfLy8ti+fTu//e1v2bhx48U6hfMiaxK+Asw1Cb9chONaFjWXk3Bey9d5qWRNwrNcaqRNxh999FEef/xxDh06xCtf+Ur27NnD61//ekpKShYUkgvNqU7P2x4ZGWF8fBy3250xJff5fBfUgLurq4vOzk62bt16Ue2CHMfJNCGNjIwQjUbJz8+noKCAwcFBVFXlqquuWjAymUwm+dM//VPGx8f55S9/uSatj16OZMXjCjBTPAqWf9X393IXjnB5iUdY+9f7bGTFY5ZLGcdx6Orq4rHHHuPxxx/nxRdf5JprruH1r389e/bsoaKiIiP8pqamOHjwIDU1NdTV1S0oCE3TzIxJHBsbQ1XVjJBc7XnbHR0d9PT0sG3btjX3NxGLxRgaGqKrqwvLsggEAplu9rlNTbqu8853vpO+vj6eeeYZ8vPzL9JRZ5lLNm29gjgRBWGVyzCywjFLlixZVhZBEKirq+N//a//xb333ktfXx+PP/44jz/+OJ/4xCfYtm0bt99+O6qq8vzzz/PQQw9lzLUXYm49YHpM4oEDB5AkadaYxJUSko7j0N7eTn9/P9u3b8fvX/1gxnLRNI3x8fHM5Jjx8XFGR0dpa2vD4/FQXFyMZVnU1tbygQ98gK6uLp599tmscFxjZMXjJcTlFm3L8hLZ2scsWdYGgiBQVVXFhz/8YT70oQ8xNDTEE088wT/8wz9kDJ1/8pOfsGfPHhobG5ck/NJisbi4GNu2mZiYYGRkhMOHDyMIAkVFRZSUlJCXl3fOYxIdx+HUqVMMDw+zY8eOJVkTXWgsy+LgwYMIgsCWLVuQJInKykoqKytnRWrf8pa3MDY2htvt5tvf/vaq12tmWT5Z8XiJcKGE46UgYC5XEZ0VkFmyrC0EQaCsrIyysjK6u7v58Y9/TCQS4dFHH+Vzn/sc69evz4xQbG5uXpKQFEWRwsJCCgsLZ41JPHbsGLZtZ0TmcmZLO45DS0sLY2Nj7NixY0WNu1cKy7I4dOgQjuOwbdu2M84tHaktKiriVa96Fc899xw33HADf/EXf8Gjjz7Kv/zLv1ykI88yH1nxeAmQFY5ZsmTJcvG44YYbeP7559m+fTsA73vf+5iamuLJJ5/MWADV1tayZ88ebr/99kVNrmciiiL5+fnk5+ezfv16gsEgw8PDs2ZLp8ckLiQkHcfhxIkTTE5OsmPHjotuYTMfaeFo2zZbt25d8Fxs2+ajH/0oL7zwAi+88ALV1dVYlvX/t3fncVFVjf/AP8MOIuACjBQJKoIkbpiE6RMFCUoJT301DFN7SNOkHnL3SXGhcqNCy6RUREqj3EqtUEBxJTQURUVSQ0llICVARFnv7w9/3BzZBpgVPu/Xa141d869cw4XZz6ce885+Pvvv9VcY2oKJwnXcm21l43qJ+lY2a7OuVFJDYyLW/cwKqnRdDOojbOwsBCDI/DPOtATJ07E7t27kZ+fj4ULF+LSpUvw9vbGgAEDsGDBAqSnp6OmRrHfT4lEAisrKzg7O2PYsGFiELx8+TJSUlJw5swZ5OXlobLyn8+HmpoanDt3DkVFRVodHM+cOYPq6moMHDiwwTWoa2pqMGfOHCQlJSEpKQlPPPEEgAeX/Lt27aqy+q1duxYODg4wMTGBh4cHTpw40Wj5bdu2wcXFRZyX8ueff1ZZ3bQZw6MWU2eIYK+jdmlPAZLUQ9lfkoIgIDw8HN26dYOpqSl8fHxw6dIlVTZBa1lYWOC1117Djh07kJ+fj2XLluHmzZvw9/dH3759MXfuXPz666+orq5W6HgSiQQWFhZwcnLC0KFD4eHhAXNzc1y9ehWHDh3C6dOncf36dZw5cwalpaUYPHiwxlZbaUxNTQ3Onj2LqqoqDBo0qNHg+P7772P37t1ISkqCo6OjWur33XffYcaMGVi0aBFOnTqF/v37w9fXFwUFBfWWP378OMaNG4eQkBCcPn0agYGBCAwMxLlz59RSX23C8KilGB7q155+Lu2tF5JURxVfkitXrsSaNWsQHR2NtLQ0dOjQAb6+vrh//766mqWVzM3NMWbMGMTHxyM/Px9RUVEoLi7GK6+8AhcXF8ycORNHjhxBVVWVQseTSCQwNzdHz5494enpCU9PT1hYWODSpUu4desWDAwMUFBQgPLychW3rHlqamrE9b4b63EUBAFLly7F999/j6SkJPTq1Uttdfzkk08wefJkvPHGG3B1dUV0dDTMzMwQExNTb/nVq1fDz88Ps2fPRp8+fRAREYFBgwbh888/V1udtQXDI7HXUcsxRFJrKftLUhAEREVFYcGCBQgICEC/fv0QFxeHmzdv4ocfflBjy7SbqakpAgMDERcXh7y8PHz11VeoqKhAcHAwnJyc8O677+LgwYNyl6KbYmJigqKiInTo0AFPP/00bGxsIJPJcOTIEZw8eRLXrl3DvXv3VNiqptX2OJaXl2PQoEENLtkoCAKWLVuG2NhYJCYmwsXFRW11rKioQHp6Onx8fMRtenp68PHxQWpqar37pKamypUHAF9f3wbLt2UMj1qIQYHqUxsi+ftBzaGKL8mcnBzIZDK5MpaWlvDw8GiXX6SKMDExgb+/PzZu3Ii8vDxs2bIFBgYGCAkJQc+ePfH2229j3759jfYgVlVV4fTp06ipqcGgQYPQsWNHdO/eHU899RSGDx8OqVSKW7du4dixY0hLS0NOTg7KysrU2MoHwTEzMxP379+Hu7t7o8Hx448/xrp165CYmIi+ffuqtZ63bt1CdXW1uJxgLVtbW8hksnr3kclkzSrflnG0tZZRdzBgr6Nuqu/3RJ3n8tH3l+gz0Gqrxr4kL168WO8+TX1J1v6XX6QtY2hoCB8fH/j4+ODzzz/H0aNHsX37drzzzjsoLS2Fv78/AgIC4O3tLQ6CqaysxOnTp6Gvr1/viGVjY2PY29vD3t4eFRUV4jKJV65cQYcOHcRJyTt06KCy1W1qB/CUlZU1GRzXrFmDqKgo7N+/H/3791dJfUh1GB61CHuUGsefT+P48yHSPQYGBvDy8oKXlxdWr16NX3/9Fdu3b8fcuXNx+/Zt+Pr6wsvLCxs2bMDs2bPx0ksvNTn/o5GRER577DE89thjqKysFCffvnr1KkxMTMQg2bFjR6UFydrgePfuXbi7u8PIyKjecoIgIDo6GitWrEBCQgIGDx6slPdvrtrpj/Lz8+W25+fnQyqV1ruPVCptVvm2TGcuWxcWFiI4OBgWFhawsrJCSEgISktLG93Hy8sLEolE7jF16lS5Mrm5ufD39xeXRZo9e7bCNzIrE7/4iUgVVPElWftffpEql76+Pp555hl8+umnuHLlCpKSkmBjY4MZM2bg7NmziI+Px44dO1BSUqLwMQ0NDdGtWzf0798fXl5e6NWrF+7du4fffvsNR48eRXZ2NoqKiiAIQovrLQgCzp8/j9LS0iaDY0xMDJYsWYI9e/bg6aefbvF7tpaRkRHc3d2RnJwsbqupqUFycjI8PT3r3cfT01OuPAAkJiY2WL4t05nwGBwcjPPnzyMxMRF79+7F4cOHMWXKlCb3mzx5MvLy8sTHypUrxdeqq6vh7++PiooKHD9+HJs3b0ZsbCzCw8NV2RStwUvWRG2fKr4kHR0dIZVK5cqUlJQgLS2tXX6RqoKenh4GDRqEo0eP4t///jdSU1PRr18/rFy5Eg4ODhg7diy2bNnSrOCnr68PW1tb9OvXD88++yxcXFzEy+FHjhzBxYsXUVhYqPDclMA/wfHOnTtNBsevv/4a//vf/7B7924MHz5c4fdQlRkzZmD9+vXYvHkzsrKyMG3aNNy9exdvvPEGAGDChAmYP3++WP6///0vEhIS8PHHH+PixYtYvHgxfvvtN4SGhmqqCRqjE5ets7KykJCQgJMnT4pd3J999hlGjRqFyMhI2NnZNbivmZlZg38J79+/HxcuXEBSUhJsbW0xYMAAREREYO7cuVi8eHGD/wiUjb2ORKRKM2bMwMSJEzF48GAMGTIEUVFRdb4kH3vsMSxbtgzAgy/JZ599Fh9//DH8/f0RHx+P3377DV999RWAB9PHhIWF4YMPPoCTkxMcHR2xcOFC2NnZITAwUFPNbHMMDAzw5Zdf4qmnnoK+vj6GDBmCiIgIXLhwAdu3b8fnn3+O6dOn47nnnkNgYCD8/f3RpUsXhdfbtra2hrW1NWpqavD3338jPz8fmZmZEARBbpnEhlbLqV3dpri4GIMHD4axsXGD5b777jvMmjULO3fu3K0l0wAAK1pJREFUhJeXV2t+LErz6quv4q+//kJ4eDhkMhkGDBiAhIQE8V7e3NxcubYPHToUW7duxYIFC/C///0PTk5O+OGHH9Q+2EcbSITW9FWrSUxMDGbOnCm3RFFVVRVMTEywbds2/Pvf/653Py8vL5w/fx6CIEAqleKll17CwoULxXU/w8PDsXv3bmRkZIj75OTkoEePHjh16hQGDhxY73HLy8vlRsSVlJQ8uFH5kwjomTZ/olZNhUdd6nlkwNZuNWX3kTtlKYqLi2FhYdFk+ZKSkgejc1+KgIFh6yY3rqq8j7Q9CxV+7/bq888/x6pVq8QvyTVr1sDDwwPAg89KBwcHxMbGiuW3bduGBQsW4OrVq3BycsLKlSsxatQo8XVBELBo0SJ89dVXKCoqwrBhw/DFF1+gd+/e6m5auyUIAi5duoTt27dj586dOHPmDIYPH46AgACMHj0aNjY2zb6nURAE/P333ygoKEBBQQGqq6thbW0NGxsbdOnSRbzfUhAEZGVlobCwsMlJynfs2IGpU6fi+++/h7+/f6vaTNpBJy5by2Qy2NjYyG0zMDBA586dGx3Z99prr+Gbb77BwYMHMX/+fHz99dcYP3683HHrGy1Y+1pDli1bBktLS/Fhb2/fkmYBYHAkIvUIDQ3FtWvXUF5ejrS0NDE4AkBKSopccASAMWPGIDs7G+Xl5Th37pxccAQe9D4uXboUMpkM9+/fR1JSUp3g2JxVbdavX4/hw4ejU6dO6NSpE3x8fOqUnzRpUp372P38/Fr4E9F9EokEvXv3xv/+9z+cPHkS2dnZGDlyJOLj49G7d2+MHDkSX3zxBW7cuKHwpW2JRILOnTvDxcUFw4cPx6BBg2BkZITff/8dhw4dwtmzZyGTyXDhwgWFguPu3bsxdepUbNmyhcGxDdFoeJw3b16dD4JHHw1NJaGIKVOmwNfXF25ubggODkZcXBx27dqFK1eutKre8+fPR3Fxsfj4888/W3Qc9qYRUVvV3FVtUlJSMG7cOBw8eBCpqamwt7fHiBEjcOPGDblyfn5+cvexf/vtt+pojtaTSCTo0aMHZs+ejePHj+PKlSt4+eWXsWfPHri6usLb2xurV6/GtWvXmhUkLS0t0bt3bzzzzDN46qmnYGZmhqysLNy8eROmpqYoLCxscJLzX375BSEhIYiNjeXtDG2MRu95nDlzJiZNmtRomR49ekAqldb5wKmqqkJhYWGzRvbV/qV9+fJl9OzZE1KptM5ftrWjBxs7rrGxcYP3dhARkfyqNgAQHR2Nn376CTExMZg3b16d8lu2bJF7vmHDBuzYsQPJycmYMGGCuN3Y2JgjupsgkUjwxBNPICwsDP/973+Rl5eHXbt2YefOnQgPD0e/fv0QGBiIgIAA9OzZU6FL27XLJN64cQMGBgbo168fiouLkZubiwsXLqBz586wsbGBtbU1jI2NkZycjIkTJ2L9+vUYM2aMGlpN6qTR8Fh7s25TPD09UVRUhPT0dLi7uwMADhw4gJqaGrlLL02pvbexW7du4nE//PBDFBQUiJfFExMTYWFhAVdX12a2hoiIgH9WtXl4pGpTq9o8qqysDJWVlejcubPc9pSUFNjY2KBTp054/vnn8cEHH6BLly5KrX9bIpFIYGdnh+nTp+Ptt9/GrVu38MMPP2DHjh2IiIiAi4uLGCRdXFwaDJKCIOD333/HX3/9BXd3d5iZmaFLly7o0aMHysrKUFBQgJs3b2L69Om4du0arl27huXLl2PcuHFqbjGpg07c89inTx/4+flh8uTJOHHiBI4dO4bQ0FAEBQWJI61v3LgBFxcXsSfxypUriIiIQHp6Oq5evYrdu3djwoQJ+Ne//oV+/foBAEaMGAFXV1e8/vrrOHPmDPbt24cFCxZg+vTpKu9Z1OQla97vSESq1JKl3x41d+5c2NnZyS2B6Ofnh7i4OCQnJ2PFihU4dOgQRo4cierqaqXWv62SSCSwtrbG5MmT8csvv0Amk2HGjBk4ffq0eFk6IiICmZmZctP11A7Myc/PF4Pjw8zMzODg4IAhQ4Zg/PjxuHbtGrp37445c+bA29u7WVP/kG7QifAIPLik4eLiAm9vb4waNQrDhg0Tp40AHizdlJ2dLa7jaWRkhKSkJIwYMQIuLi6YOXMmXnnlFezZs0fcR19fH3v37oW+vj48PT0xfvx4TJgwAUuXLlV7+4iI6IHly5cjPj4eu3btkhuMERQUhNGjR8PNzQ2BgYHYu3cvTp48iZSUFM1VVkfVDoyZNGkS9uzZg/z8fLz//vvIzs7G888/j4EDB2LhwoX47bffMGfOHBw+fLje4PiwtLQ0vPvuu/j444+RnZ2N69evY9asWQ1O9dNe/PXXX5BKpfjoo4/EbcePH4eRkVGd+VR1hU7M8wgAnTt3xtatWxt83cHBQe4mYHt7exw6dKjJ43bv3h0///yzUupIREQtW9WmVmRkJJYvX46kpCTxKlFDevToga5du+Ly5cvw9vZudb3bM0tLSwQHByM4OBilpaX4+eefsWPHDrzwwguoqqrC2LFj4ebmhqeeeqreMHjq1Cm8/PLLWLx4MaZPnw6JRAJbW9s6o/RVrbCwEO+88w727NkDPT09vPLKK1i9ejXMzc0b3MfLy6tOXnjrrbcQHR2tlDpZW1sjJiYGgYGBGDFiBJydnfH6668jNDRUZ39v2/efAxrCUdZEuqEly6J+9dVX8PLygoWFBSQSCYqKiuqU+f333xEQEICuXbvCwsICw4YNw8GDB1XUCvVryao2ALBy5UpEREQovObx9evXcfv2bfE+dlIOc3NzjB07Fn379oWVlRWioqJgYGCAl19+GS4uLpg1axaOHj0q3i5w5swZjB49GnPnzkVYWJjS1stuCVWsRqcMo0aNwuTJkxEcHIypU6eiQ4cO4qT8ukhneh5JeSQdK3nfI5ECgoODkZeXh8TERFRWVuKNN97AlClTGr0KUlZWBj8/P/j5+ckNGHnYiy++CCcnJxw4cACmpqaIiorCiy++iCtXrrSZkcTNXdVmxYoVCA8Px9atW+Hg4CDeG2lubg5zc3OUlpZiyZIleOWVVyCVSnHlyhXMmTMHvXr1gq+vr8ba2Za5ubnhwIEDePLJJwFAnM9z586dGDduHAwNDTFs2DAkJSVhxowZmDt3rkaDo6pWo1OWyMhI9O3bF9u2bUN6erpOz9rCnkcionrUfhFt2LABHh4eGDZsGD777DPEx8fj5s2bDe4XFhaGefPm4emnn6739Vu3buHSpUuYN28e+vXrBycnJyxfvhxlZWU4d+6cqpqjdq+++ioiIyMRHh6OAQMGICMjo87Sb3l5eWL5devWoaKiAv/3f/+Hbt26iY/IyEgAD+5RP3v2LEaPHo3evXsjJCQE7u7uOHLkiE5/CWuzwMBAMTgCgImJCV588UXExMRAJpPh66+/RkFBAQYPHoyFCxdqNDgCQGpqKqysrOR6rX18fKCnp4e0tLRG992yZQu6du2Kvn37Yv78+eL4CWW6cuUKbt68iZqaGly9elXpx1cn9jwSUZtQUlIi97y187E29UXU0LKoTenSpQucnZ0RFxeHQYMGwdjYGF9++SVsbGzEqcjaitDQUISGhtb72qODXJr6MjU1NcW+ffsUet+1a9eKSzH2798fn332GYYMGVJv2djYWLE3tJaxsTHu378vPq9dinH9+vUoKirCM888g3Xr1sHJyUmh+rRFhoaGeOGFF/DCCy9ouiqi1qxG1717d9jZ2eHs2bOYO3cusrOzsXPnTqXVraKiAuPHj8err74KZ2dnvPnmm8jMzKxTX13B8EhEGmNcVAkDA/1WHUO/6sE9xI8uE7po0SIsXry4xcdt6RdRUyQSCZKSkhAYGIiOHTtCT08PNjY2SEhIQKdOnVp8XHqgdmWb6OhoeHh4ICoqCr6+vsjOzm7wi9rCwgLZ2dni80d70FauXIk1a9Zg8+bNcHR0xMKFC+Hr64sLFy40ujQfKce8efOwYsWKRstkZWW1+PgP3xPp5uaGbt26wdvbG1euXEHPnj1bfNyHvf/++yguLsaaNWtgbm6On3/+Gf/5z3+wd+9epRxf3Rge2yldu+9RuGPIgUbUqD///BMWFhbi84Z6HVX9RdQUQRAwffp02NjY4MiRIzA1NcWGDRvw0ksv4eTJkxz80UrNXdkGeBAWG7rfTRAEREVFYcGCBQgICAAAxMXFwdbWFj/88AOCgoJU0xASaXo1utZKSUlBVFQUDh48KH5Gff311+jfvz/WrVuHadOmtfo91I3hsR3TtQBJ1BgLCwu58NgQdX8RPerAgQPYu3cv/v77b7G+X3zxBRITE7F58+YGAw41raUr25SWlqJ79+6oqanBoEGD8NFHH4n3+uXk5EAmk8lNVm5paQkPDw+kpqYyPKqBplejay0vL6866387ODiguLhYKcfXBIbHdk6XAiR7H0kZ1P1F9KjaG/EfnStPT0+PK3G0UmMr21y8eLHefZydnRETEyOu1RwZGYmhQ4fi/PnzePzxx8VbFFqzWg6px8Or0UVHR6OysrLe1ei8vb0RFxeHIUOG4MqVK9i6dStGjRqFLl264OzZs3jvvffkVqOjujjamnQqkAl3DHUm7JJua8myqMCDeyUzMjJw+fJlAEBmZiYyMjJQWFgI4EEo7dSpEyZOnIgzZ87g999/x+zZs5GTkwN/f3/1N7Sd8/T0xIQJEzBgwAA8++yz2LlzJ6ytrfHll19qumrUAqpYjY7qYs8jAdCtHkjgn/W5dSn4ku7ZsmWLuApE7WoVa9asEV9/9IsIeHCP3ZIlS8Tn//rXvwAAmzZtwqRJk9C1a1ckJCTg/fffx/PPP4/Kyko8+eST+PHHH9G/f3/1Na4Nas3KNrUMDQ0xcOBAMfzX7pefny93GTM/Px8DBgxQTsVJaVS1Gh3JY3gkUW0Q08UQCTBIkvI194sIABYvXtzkKO/BgwcrPO0MKe7hlW0CAwMB/LOyTUNTBj2quroamZmZ4rJ6jo6OkEqlSE5OFsNiSUkJ0tLSdHKgA5EyMDxqgLbfu6eLIRJgkCSi5q9ss3TpUjz99NPo1asXioqKsGrVKly7dg1vvvkmgAcjscPCwvDBBx/AyclJnKrHzs5ODKhE7Q3DIzXo4QDGIElEuuDVV1/FX3/9hfDwcMhkMgwYMKDOyjYPD1b6+++/MXnyZMhkMnTq1Anu7u44fvw4XF1dxTJz5szB3bt3MWXKFBQVFWHYsGFISEjgHI/UbkmER6+5ULOVlJTA0tIS9p9EQM9UsQ8TXQ80uhYmAd3/mWuzmrL7yJ2yFMXFxQpNl1P7b+Zfw8NhYNC6L+Cqqvs4fETx9yZSleasbOPl5VXvvXajRo3CTz/9BACYNGkSNm/eLPe6r68vEhISlF95omZgzyO1SH1BTNsDJQfZEJGqNHdlm507d6KiokJ8fvv2bfTv3x9jxoyRK+fn54dNmzaJz7mON2kDTtVDSiPpWCk+tJm2h1wi0j0Pr2zj6uqK6OhomJmZISYmpt7ynTt3hlQqFR+JiYkwMzOrEx6NjY3lynEJS9IGDI+kEtoeIjlfJBEpS+3KNg+vQqPIyjYP27hxI4KCgtChQwe57SkpKbCxsYGzszOmTZuG27dvK7XuRC3B8Kgh7SW4aHOABNrPeSAi1WlsZRtFVqE5ceIEzp07J47wruXn54e4uDgkJydjxYoVOHToEEaOHInq6mql1l+bfPjhhxg6dCjMzMxgZWWl0D6CICA8PBzdunWDqakpfHx8cOnSJdVWtJ1jeCSVY4AkImrYxo0b4ebmVmdwTVBQEEaPHg03NzcEBgZi7969OHnyJFJSUjRTUTWoqKjAmDFjmjWH5sqVK7FmzRpER0cjLS0NHTp0gK+vL+7fv6/CmrZvDI+kFgyQRNRWtWZlm7t37yI+Ph4hISFNvk+PHj3QtWtXcfWbtmjJkiV477334ObmplB5QRAQFRWFBQsWICAgAP369UNcXBxu3ryJH374QbWVbccYHomIiFrh4ZVtatWubOPp6dnovtu2bUN5eTnGjx/f5Ptcv34dt2/fllsmsb3LycmBTCaTu9/U0tISHh4eCt9vSs3H8Ej0/7H3kYhaasaMGVi/fj02b96MrKwsTJs2rc7KNvPnz6+z38aNGxEYGIguXbrIbS8tLcXs2bPx66+/4urVq0hOTkZAQAB69eoFX19ftbRJF9TeU9rS+02pZTjPI9FDtH3pSCLSTs1d2QYAsrOzcfToUezfv7/O8fT19XH27Fls3rwZRUVFsLOzw4gRIxAREaFzcz3OmzcPK1asaLRMVlYWXFxc1FQjai2GR6JHMEAS6SYvLy8MGDAAUVFRGnn/0NBQhIaG1vtafYNcnJ2d0dAib6ampti3b58yq6cxM2fOxKRJkxot06NHjxYdu/ae0vz8fLnL+fn5+RgwYECLjklN42VrDeJlUiIiaq3Dhw/jpZdegp2dHSQSiUIDRVJSUjBo0CAYGxujV69eiI2NrVNm7dq1cHBwgImJCTw8PHDixIkW1c/a2houLi6NPoyMjFp0bEdHR0ilUrn7TUtKSpCWltbk/abUcgyPpBa6FpR1rb5E7d2kSZNw6NAhrF69GhKJBBKJBFevXtV0tdTi7t276N+/P9auXatQ+ZycHPj7++O5555DRkYGwsLC8Oabb8r1dNYut7ho0SKcOnUK/fv3h6+vLwoKClTVDAAPLu9nZGQgNzcX1dXVyMjIQEZGBkpLS8UyLi4u2LVrFwBAIpEgLCwMH3zwAXbv3o3MzExMmDABdnZ2CAwMVGld2zNetiZqAC9fq55BUTkM9Ft5kOpypdSFdNvq1avx+++/o2/fvli6dCmABz1e7cHIkSMxcuRIhctHR0fD0dERH3/8MQCgT58+OHr0KD799FNxMM7Dyy3W7vPTTz8hJiYG8+bNU34j/r/w8HBs3rxZfD5w4EAAwMGDB+Hl5QXgwb2ixcXFYpk5c+bg7t27mDJlCoqKijBs2DAkJCTAxMREZfVs79jzSEREOs/S0hJGRkYwMzMT14HW12/tXyZtU2pqqtzUNgDg6+srTm2jjOUWWyo2NhaCINR51AZH4MHcjg/fQymRSLB06VLIZDLcv38fSUlJ6N27t0rr2d4xPBI1gpeviaitkclk9U5tU1JSgnv37rV6uUVq+xgeSeV0PYDpev2JiIiUifc8EimA9z8SaT8jIyNUV1druhpaTyqV1ruUooWFBUxNTaGvr9/i5RapfWDPIxERtQkODg5IS0vD1atXcevWLdTU1Gi6SlrJ09NTbmobAEhMTBSntmnNcovUPjA8kkq1pUu+baktRG3RrFmzoK+vD1dXV1hbWyM3N1fTVVKL0tJScUob4MFUPLXT3QDA/PnzMWHCBLH81KlT8ccff2DOnDm4ePEivvjiC3z//fd47733xDJNLbdI7RsvWxM1Ay9fE2mv3r17q3w0sDb67bff8Nxzz4nPZ8yYAQCYOHEiYmNjkZeXJxekHR0d8dNPP+G9997D6tWr8fjjj2PDhg1ya2Y3tdwitW8SoaG1kUhhJSUlsLS0hP0nEdAzbd68Um05iLTlnrq2fN5aorqgGn/OWIji4mJYWFg0Wb7238zzbnNhoN+6dXqrqstxIHOFwu9NREStw8vWRC3QloNxc/FnQUTUvjA8kkq0h0DRHtrYFP4MiIjaH97zSNQKteGpvV3GZmgkImq/dKbnsbCwEMHBwbCwsICVlRVCQkLkFkp/1NWrVyGRSOp9bNu2TSxX3+vx8fHqaFKb1R6DRXtps3DHsN20lYiI6qczPY/BwcHIy8tDYmIiKisr8cYbb2DKlCnYunVrveXt7e2Rl5cnt+2rr77CqlWr6iwgv2nTJvj5+YnPrayslF5/avvaci8kAyMREdXSifCYlZWFhIQEnDx5EoMHDwYAfPbZZxg1ahQiIyNhZ2dXZx99ff06M+Hv2rULY8eOhbm5udx2KysrzpqvJAwZbWs6H55PIiJ6lE5ctk5NTYWVlZUYHAHAx8cHenp6SEtLU+gY6enpyMjIQEhISJ3Xpk+fjq5du2LIkCGIiYlBU7MXlZeXo6SkRO5BDBoPq728q4s/E12uOxERqZ5O9DzKZDLY2NjIbTMwMEDnzp0hk8kUOsbGjRvRp08fDB06VG770qVL8fzzz8PMzAz79+/H22+/jdLSUrz77rsNHmvZsmVYsmRJ8xtC7ZIuXM5mUCQiIkVptOdx3rx5DQ5qqX1cvHix1e9z7949bN26td5ex4ULF+KZZ57BwIEDMXfuXMyZMwerVq1q9Hjz589HcXGx+Pjzzz9bXUddx/DRtId79DT583q0Hjx3DWvuQL3CwkK88847cHZ2hqmpKZ544gm8++67KC4urrf87du38fjjj0MikaCoqEhFrSAiUi6N9jzOnDkTkyZNarRMjx49IJVKUVBQILe9qqoKhYWFCt2ruH37dpSVlcmt7dkQDw8PREREoLy8HMbG9a98YWxs3OBr7RHDR8s09HNTRg8lz4lyNHeg3s2bN3Hz5k1ERkbC1dUV165dw9SpU3Hz5k1s3769TvmQkBD069cPN27cUHVTiIiURqPh0draGtbW1k2W8/T0RFFREdLT0+Hu7g4AOHDgAGpqauDh4dHk/hs3bsTo0aMVeq+MjAx06tSJ4ZA0hsFPO7RkoF7fvn2xY8cO8XnPnj3x4YcfYvz48aiqqoKBwT8fuevWrUNRURHCw8Pxyy+/qL5BRERKohMDZvr06QM/Pz9MnjwZJ06cwLFjxxAaGoqgoCDxA/zGjRtwcXHBiRMn5Pa9fPkyDh8+jDfffLPOcffs2YMNGzbg3LlzuHz5MtatW4ePPvoI77zzjlraBeh+UND1+lPb8eggtvLy8lYdTxkD9QCIa24/HBwvXLiApUuXIi4uDnp6OvExTEQk0okBMwCwZcsWhIaGwtvbG3p6enjllVewZs0a8fXKykpkZ2ejrKxMbr+YmBg8/vjjGDFiRJ1jGhoaYu3atXjvvfcgCAJ69eqFTz75BJMnT1Z5e9oCBkdqLb2iEujpta6XX6/mQUi0t7eX275o0SIsXry4xcdVxkC9W7duISIiAlOmTBG3lZeXY9y4cVi1ahWeeOIJ/PHHHy2uIxGRJuhMeOzcuXOD9xkBgIODQ71T7Hz00Uf46KOP6t3Hz89PbnJwUhyDI2mbP//8ExYWFuLzhm49mTdvHlasWNHosbKyslpdn5KSEvj7+8PV1VUuxM6fPx99+vTB+PHjW/0eRESaoDPhkYioMRYWFnLhsSHqGKh3584d+Pn5oWPHjti1axcMDf/5Y+vAgQPIzMwUB9DU/tHbtWtXvP/++5wGjIi0HsMjNRt7HUmXqXqgXklJCXx9fWFsbIzdu3fDxMRE7vUdO3bg3r174vOTJ0/iP//5D44cOYKePXu2sFVEROrD8EjNwuBI7cXDA/Wio6NRWVlZ70A9b29vxMXFYciQISgpKcGIESNQVlaGb775Rm4FKmtra+jr69cJiLdu3RLfz8rKSq1tJCJqCYZHLaArayEzOFJ709yBeqdOnRJHYvfq1UvuWDk5OXBwcFBb3YmIVIXhkRTC4EjtUXMH6nl5edU7cK8xLdmHiEiTOMEYNYnBkYiIiGoxPGoJbQ1o2lovIiIi0gxetqZ6MTQSERFRfdjzqEW0JbBpSz2IiIhI+zA8ahlNBjfhjiGDIxERETWKl621UG2AU9f0PQyMREREpCiGRy32cKhTdpBkYCQiIqKWYHjUEQ2FvaZCJUMiERERKRPDo45jOCQiIiJ14oAZIiIiIlIYwyMRERERKYzhkYiIiIgUxvBIRERERApjeCQiIiIihTE8EhEREZHCOFWPEknMKyEx0xefcxodosbV3P4bNRKj1h1DqFBSbYiISBEMjyr08ATeDJJERETUFvCytZpIOlaqba1qIiIiIlVheFQzBkgiIiLSZbxsrQGSjpW8jK0hioZ3nh8iIqL6MTxqCAOkaiirZ7ex4/C8ERFRe8bwSDpLU7cAPPq+DJNERNSeMDxqEHsfm0db7xdlmCQiovaE4VHDGCAbpq1hsSmcoomIiNoyhkfSKroaGBvCIElERG0Nw6MWaM+9j20tLDaGQZKIiNoChkdSu/YUGBvCIElERLqK4VFLtOXeR4bFxjFIEhGRLmF41CJtJUAyLLYcgyQREWk7hkdSCgZG5WOQJCIibcTwqEQdOpbjXrVJq46hS72PDIzqw7kkiYhIWzA8Kpl5x/sovdN2AyQDo3ZgmCQiIk3R03QFFPXhhx9i6NChMDMzg5WVlUL7CIKA8PBwdOvWDaampvDx8cGlS5fkyhQWFiI4OBgWFhawsrJCSEgISktLW1VX8473W7W/tpF0rBQfpJ0ePkc8V8rTks+Ht956Cz179oSpqSmsra0REBCAixcvypXJzc2Fv78/zMzMYGNjg9mzZ6OqqkqVTSEiUhqdCY8VFRUYM2YMpk2bpvA+K1euxJo1axAdHY20tDR06NABvr6+uH//n3AXHByM8+fPIzExEXv37sXhw4cxZcqUVte3tQFSG778GUJ0W32BsrXhssHjmbfN35OWfD64u7tj06ZNyMrKwr59+yAIAkaMGIHq6moAQHV1Nfz9/VFRUYHjx49j8+bNiI2NRXh4uDqaRETUahJBEARNV6I5YmNjERYWhqKiokbLCYIAOzs7zJw5E7NmzQIAFBcXw9bWFrGxsQgKCkJWVhZcXV1x8uRJDB48GACQkJCAUaNG4fr167Czs1OoTiUlJbC0tESfb+dC38xY7rXWXsLWxOVIBkZqrpqy+8idshTFxcWwsLBosnztv5nnzYJgIDFq1XtXCRU4UBav8HsrSlmfD2fPnkX//v1x+fJl9OzZE7/88gtefPFF3Lx5E7a2tgCA6OhozJ07F3/99ReMjFr38yAiUjWd6XlsrpycHMhkMvj4+IjbLC0t4eHhgdTUVABAamoqrKysxC8GAPDx8YGenh7S0tKUUg9d6oFkTyPRP5Tx+XD37l1s2rQJjo6OsLe3F4/r5uYmBkcA8PX1RUlJCc6fP6/cRhARqUCbHTAjk8kAQO4DuvZ57WsymQw2NjZyrxsYGKBz585imfqUl5ejvLxcfF5cXAwAqC4rr7e8qX457t4xrvc1RQj3qlu8ryJqLzkKZSp9G2rDau49+N1v7oWMKqH1f6zUHqOkpERuu7GxMYyNW/7vrqWfDwDwxRdfYM6cObh79y6cnZ2RmJgo9ijKZLJ6P5dqXyMi0nYaDY/z5s3DihUrGi2TlZUFFxcXNdVIMcuWLcOSJUvqbP89JEr9lSHSInfu3IGlpWWT5YyMjCCVSnFYtkMp72tubi727NVatGgRFi9eXKesop87rREcHIwXXngBeXl5iIyMxNixY3Hs2DGYmLTuNhYiIm2g0fA4c+ZMTJo0qdEyPXr0aNGxpVIpACA/Px/dunUTt+fn52PAgAFimYKCArn9qqqqUFhYKO5fn/nz52PGjBni86KiInTv3h25ubkKfXFqm5KSEtjb2+PPP/9U6j1j6sQ2aJYgCLhz547C9wGamJggJycHFRUVSnt/iUQit62hXkdFP3da+vkAPLhFxtLSEk5OTnj66afRqVMn7Nq1C+PGjYNUKsWJEyfkyufn5wNAk8clItIGGg2P1tbWsLa2VsmxHR0dIZVKkZycLIbFkpISpKWliSO2PT09UVRUhPT0dLi7uwMADhw4gJqaGnh4eDR47IYuh1laWurcl/7DLCwsdLr+ANugSc39w8nExEQjPXGKfu609PPhUYIgQBAE8VYXT09PfPjhhygoKBAviycmJsLCwgKurq4taBERkXrpzICZ3NxcZGRkIDc3F9XV1cjIyEBGRobcnGsuLi7YtWsXAEAikSAsLAwffPABdu/ejczMTEyYMAF2dnYIDAwEAPTp0wd+fn6YPHkyTpw4gWPHjiE0NBRBQUEK96AQUdukyOfDjRs34OLiIvYk/vHHH1i2bBnS09ORm5uL48ePY8yYMTA1NcWoUaMAACNGjICrqytef/11nDlzBvv27cOCBQswffr0Vt2jSUSkNoKOmDhxogCgzuPgwYNiGQDCpk2bxOc1NTXCwoULBVtbW8HY2Fjw9vYWsrOz5Y57+/ZtYdy4cYK5ublgYWEhvPHGG8KdO3eaVbfi4mIBgFBcXNyaJmqMrtdfENgGUo2mPh9ycnLkPodu3LghjBw5UrCxsREMDQ2Fxx9/XHjttdeEixcvyh336tWrwsiRIwVTU1Oha9euwsyZM4XKykp1No2IqMV0bp5HbVReXo5ly5Zh/vz5OtlzoOv1B9gGIiIidWF4JCIiIiKF6cw9j0RERESkeQyPRERERKQwhkciIiIiUhjDIxEREREpjOGxHmvXroWDgwNMTEzg4eFRZzWIR23btg0uLi4wMTGBm5sbfv75Z7nXBUFAeHg4unXrBlNTU/j4+ODSpUuqbEKz2rB+/XoMHz4cnTp1QqdOneDj41On/KRJkyCRSOQefn5+WtOG2NjYOvV7dAJqdZ+H5tTfy8urTv0lEgn8/f3FMpo4B0RERI9ieHzEd999hxkzZmDRokU4deoU+vfvD19f3zrLlNU6fvw4xo0bh5CQEJw+fRqBgYEIDAzEuXPnxDIrV67EmjVrEB0djbS0NHTo0AG+vr64f/++VrQhJSUF48aNw8GDB5Gamgp7e3uMGDECN27ckCvn5+eHvLw88fHtt9+qpP4taQPwYGWWh+t37do1udfVeR6aW/+dO3fK1f3cuXPQ19fHmDFj5Mqp8xwQERHVS5OTTGqjIUOGCNOnTxefV1dXC3Z2dsKyZcvqLT927FjB399fbpuHh4fw1ltvCYLwYKJyqVQqrFq1Sny9qKhIMDY2Fr799lsVtKD5bXhUVVWV0LFjR2Hz5s3itokTJwoBAQHKrmqDmtuGTZs2CZaWlg0eT93nobXn4NNPPxU6duwolJaWitvUfQ6IiIjqw57Hh1RUVCA9PR0+Pj7iNj09Pfj4+CA1NbXefVJTU+XKA4Cvr69YPicnBzKZTK6MpaUlPDw8GjymutvwqLKyMlRWVqJz585y21NSUmBjYwNnZ2dMmzYNt2/fVmrda7W0DaWlpejevTvs7e0REBCA8+fPi6+p8zwo4xxs3LgRQUFB6NChg9x2dZ0DIiKihjA8PuTWrVuorq6Gra2t3HZbW1vIZLJ695HJZI2Wr/1vc47ZGi1pw6Pmzp0LOzs7ufDj5+eHuLg4JCcnY8WKFTh06BBGjhyJ6upqpdYfaFkbnJ2dERMTgx9//BHffPMNampqMHToUFy/fh2Aes9Da8/BiRMncO7cObz55pty29V5DoiIiBpioOkKkHZZvnw54uPjkZKSIjfgJCgoSPx/Nzc39OvXDz179kRKSgq8vb01UVU5np6e8PT0FJ8PHToUffr0wZdffomIiAgN1qz5Nm7cCDc3NwwZMkRuu7afAyIiah/Y8/iQrl27Ql9fH/n5+XLb8/PzIZVK691HKpU2Wr72v805Zmu0pA21IiMjsXz5cuzfvx/9+vVrtGyPHj3QtWtXXL58udV1flRr2lDL0NAQAwcOFOunzvPQmvrfvXsX8fHxCAkJafJ9VHkOiIiIGsLw+BAjIyO4u7sjOTlZ3FZTU4Pk5GS5Xq2HeXp6ypUHgMTERLG8o6MjpFKpXJmSkhKkpaU1eEx1twF4MBI5IiICCQkJGDx4cJPvc/36ddy+fRvdunVTSr0f1tI2PKy6uhqZmZli/dR5HlpT/23btqG8vBzjx49v8n1UeQ6IiIgapOkRO9omPj5eMDY2FmJjY4ULFy4IU6ZMEaysrASZTCYIgiC8/vrrwrx588Tyx44dEwwMDITIyEghKytLWLRokWBoaChkZmaKZZYvXy5YWVkJP/74o3D27FkhICBAcHR0FO7du6cVbVi+fLlgZGQkbN++XcjLyxMfd+7cEQRBEO7cuSPMmjVLSE1NFXJycoSkpCRh0KBBgpOTk3D//n2taMOSJUuEffv2CVeuXBHS09OFoKAgwcTERDh//rxcO9V1Hppb/1rDhg0TXn311TrbNXEOiIiI6sPwWI/PPvtMeOKJJwQjIyNhyJAhwq+//iq+9uyzzwoTJ06UK//9998LvXv3FoyMjIQnn3xS+Omnn+Rer6mpERYuXCjY2toKxsbGgre3t5Cdna01bejevbsAoM5j0aJFgiAIQllZmTBixAjB2tpaMDQ0FLp37y5MnjxZDELa0IawsDCxrK2trTBq1Cjh1KlTcsdT93lo7u/RxYsXBQDC/v376xxLU+eAiIjoURJBEARN9nwSERERke7gPY9EREREpDCGRyIiIiJSGMMjERERESmM4ZGIiIiIFMbwSEREREQKY3gkIiIiIoUxPBIRERGRwhgeiYiIiEhhDI+k87y8vBAWFqbpahAREbULDI9EREREpDAuT0g6bdKkSdi8ebPctpycHDg4OGimQkRERG0cwyPptOLiYowcORJ9+/bF0qVLAQDW1tbQ19fXcM2IiIjaJgNNV4CoNSwtLWFkZAQzMzNIpVJNV4eIiKjN4z2PRERERKQwhkciIiIiUhjDI+k8IyMjVFdXa7oaRERE7QLDI+k8BwcHpKWl4erVq7h16xZqamo0XSUiIqI2i+GRdN6sWbOgr68PV1dXWFtbIzc3V9NVIiIiarM4VQ8RERERKYw9j0RERESkMIZHIiIiIlIYwyMRERERKYzhkYiIiIgUxvBIRERERApjeCQiIiIihTE8EhEREZHCGB6JiIiISGEMj0RERESkMIZHIiIiIlIYwyMRERERKYzhkYiIiIgU9v8Augof0Q3HcHsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot residuals PINN - exact PDE\n",
    "plot3D(X, T, y_pinn-y_real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [
    "Y61YA90-WIZ1",
    "UoqCzgLSp61M",
    "i0j73GoH86-m",
    "pOe9yRvxjakj"
   ],
   "include_colab_link": true,
   "machine_shape": "hm",
   "name": "4.DiffusionEquation.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
